knitr::opts_chunk$set(fig.width=14, fig.height=8, echo=TRUE, eval=TRUE, cache=TRUE,
                      warning=FALSE, message=FALSE,
                      cache.lazy = FALSE)

## Load packages
library(tidyverse)
library(knitr)
library(here)
library(ggplot2)
library(flowmix)


## Setup some plotting details
coul <- colorRampPalette(RColorBrewer::brewer.pal(8, "RdYlBu"))(25)
source("02-helpers.R")

## Some extra stuff, from: https://github.com/haozhu233/kableExtra/issues/265
options(kableExtra.auto_format = F)
## Setup locations
base = "02-estimate"
here::i_am("02-estimate.Rmd")
knitr::opts_chunk$set(fig.path = here::here("data", base, 'figures/'))
outputdir = here::here("data", base)
datadir = here::here("data", base)
outputdir_cytograms = here::here("data", "01-cytograms")
if(!dir.exists(outputdir)) dir.create(outputdir)

Summary

This document compiles and showcases the estimated models – results from large-scale computation that occurred in a server.

The experiments were done using these settings:

  • Number of clusters: default to 10.
  • Size of time blocks: blocks of 5 hours
    • Block 1 is: 1,…,5
    • Block 2 is 6,…, 10. And so forth.
    • Then, CV is done by using blocks {1, 6, 11, ..} as fold 1, {2, 7, 12, ..} as fold 2, and so on.
  • The “radius” for the cluster means over time: a value of 1 seems to work well.

Here are some notes on computation:

  • For KM1508, one iteration costs 2 or 2.5 seconds per iteration.
  • On 500 cores, entire CV can be done in 15-30 minutes.
  • Subsampling will take (100 subsamples x 30 min = 50 hrs = 1 day).

Experiments

Run scripts on server

For now, the scripts are placed on the USC CARC server. Two of the most relevant files:

  • ~/scripts/flowmixapp/run-main.slurm which calls
  • ~/scripts/flowmixapp/main.R.

Note to self: these scripts will eventually be made available directly in this repository.

Download model results

ONLY download the summary.RDS file.

all_cruise_id="KM1508 KM1512 KM1513 KOK1515 KM1518 KM1601 KM1602 KOK1604 KOK1606 KOK1607 KOK1608 KOK1609 MGL1704 KM1708 KM1709 KM1713 KM1717  KOK1801 KM1802 KOK1803 FK180310-1 FK180310-2"
for cruise_id in 
do
  echo $cruise_id
  from=sangwonh@discovery.usc.edu:projdir/output/flowmixapp/data/02-estimate/$cruise_id/summaries/*.RDS
  to=/home/sangwonh/repos/flowmixapp/data/02-estimate/$cruise_id/summaries/.
  mkdir -p  $to
  rsync -auv $from $to
done

Cluster labels

First, here are some hand-labeled cluster labels:

##  [1] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
cruise_id pro1 pro2 small syn pico1_ pico2_1 pico2_2 pico3_ pico4_ croco bead rest1_1 rest1_2 rest2_ bg1 bg2 bg rest2_1 rest2_2 rest1_3
KM1508 10 NA 9 7 6 2 NA NA NA NA 1 4 NA 8 3 5 NA NA NA NA
KM1512 10 NA 9 NA 7 8 NA NA 1 3 6 2 NA 4 NA NA 5 NA NA NA
KM1513 8 NA 10 NA 7 6 NA NA NA 5 1 3 NA NA NA NA 2 9 4 NA
KOK1515 7 3 9 NA 10 2 NA NA NA 5 NA 1 NA 8 6 4 NA NA NA NA
KM1518 10 NA 6 3 7 1 NA NA NA NA 4 2 NA 9 8 5 NA NA NA NA
KM1601 4 10 7 5 3 2 NA NA NA NA 6 1 NA 9 NA NA 8 NA NA NA
KM1602 7 9 8 NA 4 3 NA NA NA NA 6 2 1 10 NA NA 5 NA NA NA
KOK1604 10 NA 2 NA 6 1 NA 9 NA NA 4 7 5 8 NA NA 3 NA NA NA
KOK1606 9 NA NA 10 5 8 NA 7 NA NA 4 1 NA 6 3 2 NA NA NA NA
KOK1607 10 NA 8 9 4 3 NA NA NA NA 5 6 7 1 NA NA 2 NA NA NA
KOK1608 10 NA NA NA 3 5 1 NA NA 2 4 6 7 9 NA NA 8 NA NA NA
KOK1609 7 NA NA 5 3 1 NA NA NA 4 NA 9 2 6 10 8 NA NA NA NA
MGL1704 10 NA NA 3 9 1 NA 6 NA NA NA 4 7 8 5 2 NA NA NA NA
KM1708 8 NA NA NA 9 7 NA NA 5 3 2 6 NA 10 4 1 NA NA NA NA
KM1709 5 NA NA NA 6 3 7 NA NA 4 NA 9 8 2 10 1 NA NA NA NA
KM1713 9 NA NA NA 8 4 7 NA NA 1 NA 2 3 10 NA NA 6 NA NA 5
KM1717 8 NA NA 9 6 7 NA 1 NA 2 NA 3 5 4 NA 10 NA NA NA NA
KM1802 9 NA 10 4 5 6 NA NA NA NA 2 1 NA 8 3 7 NA NA NA NA
KOK1801 9 NA NA NA 4 3 6 NA NA NA 2 1 5 10 7 8 NA NA NA NA
KOK1803 10 8 7 5 3 1 NA NA NA NA 4 2 NA 9 6 NA NA NA NA NA
FK180310-1 8 NA NA 9 10 7 2 NA NA NA 5 6 4 3 1 NA NA NA NA NA
FK180310-2 9 NA NA 5 10 1 NA NA NA NA 3 2 7 8 4 6 NA NA NA NA

Estimated \(\pi\) and \(\mu\)

Next, we’ll make videos of model, and plots & tables of coefficients.

all_cruise_id = c(c("KM1508", "KM1512", "KM1513",
                    "KOK1515", "KM1518"),
                  c("KM1601", "KM1602", "KOK1604", "KOK1606"),
                  c("KOK1607", "KOK1608", "KOK1609"), 
                  c("MGL1704", "KM1708", "KM1709", "KM1713", "KM1717", "KOK1801", "KM1802"), 
                  c("KOK1803",  "FK180310-1", "FK180310-2"))

## Too little data in 1805
## c("KM1712"), ## Need to download covariates, bin properly and run again.

numclust = 10

## Loop over all cruise IDs
for(cruise_id in all_cruise_id){
  cat('## Model', cruise_id,' \n')

  ## Cluster labels
  if(cruise_id %in% mapmat$cruise_id){
    one_mapmat_long = mapmat_long %>% filter(cruise_id == !!(cruise_id)) %>% arrange(value) %>% na.omit()
    stopifnot((one_mapmat_long %>% pull(value)) == (1:numclust))
    cluster_labels = one_mapmat_long %>% pull(name)
  } else {
    cluster_labels = NULL
  }

  ## Load model
  bestres = load_model(cruise_id)

  ## Load cytogram data.
  filename = paste0(cruise_id, "-datobj.RDS")
  ybin_obj = readRDS(file = file.path(outputdir_cytograms, cruise_id, "data", filename))
  ylist = ybin_obj$ylist
  countslist = ybin_obj$biomass_list
  
  ## Create individual frames
  dir.create(file.path(file.path(outputdir, cruise_id, "viz")))
  TT = length(ylist)
  for(tt in 1:TT){
    g = plot_2d_threepanels(bestres, ylist, countslist, tt = tt,
                            labels = cluster_labels,
                            colours = c("white", "blue"),
                            cruise_id = cruise_id)

    ## Save one for the books
    if(tt == 1){
      ## oneplotfile = file.path(datadir, cruise_id, "viz", paste0(tt, ".jpeg"))
      ## ggsave(file = oneplotfile, width = 12, height = 4, units = "in", dpi = 300, g)
      plot(g)
    }

    ## Save one for the books
    filename = paste0("labeled-", tt, ".png")
    plotfile = file.path(file.path(outputdir, cruise_id, "viz"), filename)
    if(file.exists(plotfile)) next
    ggsave(file = plotfile,
           width = 12, height = 4,
           units = "in", dpi = 300, g)
  }

  ## Make video
  videofile = file.path(outputdir, cruise_id, "viz", "3d-model.mp4")
  if(!file.exists(videofile)){
    cmd_change_directory <- paste0("cd ", file.path(file.path(outputdir, cruise_id, "viz")))
    cmd_make_movie <- "ffmpeg -y -framerate 3 -i labeled-%d.png  3d-model.mp4"
    system(paste0(cmd_change_directory, "; ", cmd_make_movie))
  }

  ## Plot cluster probabilities
  times = names(ylist)
  plot_prob_ggplot(bestres, cluster_labels, times) %>% print()
  
  ## Embed video (not doing this anymore, due to large file size)
  if(FALSE){
    cat(paste0('<video width="1280" height="720" controls>  <source src="',
               videofile,
               '" type="video/mp4"> </video>'))
  }

  ## ## Instead, we'll just embed one frame
  ## cat(paste0("![](", file.path(".", 
  ##                              "data",
  ##                              "02-estimate",
  ##                              cruise_id,
  ##                              "viz",
  ##                              "1.jpeg"),
             ## ")"))
  cat('\n\n')
}

Model KM1508

Model KM1512

Model KM1513

Model KOK1515

Model KM1518

Model KM1601

Model KM1602

Model KOK1604

Model KOK1606

Model KOK1607

Model KOK1608

Model KOK1609

Model MGL1704

Model KM1708

Model KM1709

Model KM1713

Model KM1717

Model KOK1801

Model KM1802

Model KOK1803

Model FK180310-1

Model FK180310-2

Estimated $and \(\beta\) coefficients

## These are the original /ordered/ labels
orig_cluster_labels = mapmat %>% colnames()

## Setup (assuming |ylist| exists) 
cytogram_dimnames = ylist[[1]] %>% colnames()

for(cruise_id in all_cruise_id){
  cat('## Tables', cruise_id,' \n')

  ## Cluster labels
  one_mapmat_long = mapmat_long %>% filter(cruise_id == !!(cruise_id)) %>% arrange(value) %>% na.omit()
  if(nrow(one_mapmat_long) == 0) next
  stopifnot((one_mapmat_long %>% pull(value)) == (1:numclust))
  cluster_labels = one_mapmat_long %>% pull(name)

  ## Load model
  bestres = load_model(cruise_id)##, cluster_labels)
  
  ## Plot and print alpha coefficients
  p = print_alpha(bestres, type = "plot", cluster_labels, orig_cluster_labels)
  print(p)
  tab = print_alpha(bestres, type = "table", cluster_labels, orig_cluster_labels) ##%>% print()
  print(tab)
 
  ## Plot and print beta coefficients
  p = plot_beta(bestres, cluster_labels, orig_cluster_labels, cytogram_dimnames)
  plot(p)
  p = print_beta(bestres, cluster_labels, orig_cluster_labels, cytogram_dimnames)
  print(p)

  cat('\n\n')
}

Tables KM1508

Alpha coefficients
pro1 small syn pico1_ pico2_1 bead rest1_1 rest2_ bg1 bg2
AOU_WOA_clim 0.278 . . . . . . . -0.279 .
density_WOA_clim 0.018 . -0.017 . . . . . . .
o2sat_WOA_clim . . . . . . . . . .
oxygen_WOA_clim 1.48 0.161 -1.392 -1.426 -0.8 . . . . .
salinity_WOA_clim 0.079 . -0.543 . . . . . . .
conductivity_WOA_clim . . . . . . . . . .
nitrate_WOA_clim . . . . . . . . -2.974 .
phosphate_WOA_clim -0.738 5.726 -7.423 -1.505 . . 0.119 . . .
silicate_WOA_clim . . . . . . . . . .
sss_cruise -0.458 1.463 -2.018 -1.476 1.137 . . 0.451 -0.733 1.169
sst_cruise 1.375 1.331 -5.502 -4.989 0.85 . . . . .
par -0.173 0.239 0.034 -0.287 0.157 0.081 0.016 -0.06 -0.241 -0.016
par_3 -0.098 0.16 0.088 -0.022 0.178 . . 0.011 -0.12 -0.006
par_6 -0.071 0.132 0.125 -0.144 0.146 -0.066 0.003 . . -0.045
par_9 0.029 0.15 . -0.117 0.149 . 0.07 -0.011 -0.01 .
par_12 -0.045 0.024 0.008 . 0.026 . -0.025 -0.032 -0.016 .
Si -0.78 12.306 . . . . -6.066 . . 6.512
NO3 . . . . . . . . . .
CHL -3.081 16.743 . . -12.679 . . . . .
PHYC -53.311 . . . 17.307 . 0.653 . . .
PO4 . 1.707 . . -1.182 . . . . 0.719
O2 . . . . 4.44 . . -0.091 . 1.293
sst 0.276 . 6.346 3.325 . -1.41 -0.163 . . .
Fe -0.024 . 0.115 0.113 0.06 . 0.053 -0.08 . .
PP . -6.821 3.255 1.225 . . . . . .
vgosa 0.001 -0.168 -0.187 . 0 0.06 . 0.006 . .
vgos . . . . 0 . . 0.036 -0.011 .
sla . 0.009 . . . . . . -0.189 .
ugosa -0.029 0.107 . 0.118 . -0.017 . 0.103 -0.082 0.057
ugos . 0 . . -0.042 . . . . .
wind_stress . . . . . . . . . 0.026
eastward_wind 0.07 -2.094 0.764 1.185 0.042 -0.11 . -1.022 . .
surface_downward_eastward_stress -1.3 0.422 -2.072 -3.16 . 0.044 0.168 . 0.169 -0.661
wind_speed . . . . . . . . . .
surface_downward_northward_stress . 0.455 . . . . . . . .
northward_wind 0.196 0.037 . . -0.344 . -0.348 0.111 -0.209 .
sss -0.527 0.508 -0.239 -0.123 0.609 . . -0.031 0.017 .
Beta coefficients
pro1-diam pro1-chl pro1-pe small-diam small-chl small-pe syn-diam syn-chl syn-pe pico1_-diam pico1_-chl pico1_-pe pico2_1-diam pico2_1-chl pico2_1-pe bead-diam bead-chl bead-pe rest1_1-diam rest1_1-chl rest1_1-pe rest2_-diam rest2_-chl rest2_-pe bg1-diam bg1-chl bg1-pe bg2-diam bg2-chl bg2-pe
intp 0.762 1.881 0.395 0.935 1.114 0.336 2.709 3.037 2.707 5.085 6.392 0.547 6.111 7.349 1.328 7.495 5.154 6.282 7.132 3.038 2.336 3.475 1.228 0.486 5.315 3.876 1.447 4.958 2.683 3.703
AOU_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
density_WOA_clim -0.027 . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
o2sat_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
oxygen_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
salinity_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
conductivity_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
nitrate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
phosphate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
silicate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sss_cruise . . . . . 0.002 . . . . . . 0.055 -0.052 . . . . . . . . . . . . . . . .
sst_cruise . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
par 0.115 -0.026 0.007 0.028 0.023 0.002 0.033 -0.016 . . -0.124 0.019 0.066 -0.027 0.092 . -0.007 . . . . . -0.004 0.008 . . . . . .
par_3 0.082 . 0.007 0.046 0.011 0.004 0.067 -0.052 . . -0.113 0.001 0.146 -0.042 0.102 0.001 . -0.013 . . . . -0.014 . . . . . . .
par_6 0.157 0.032 0.004 0.057 0.027 0.005 0.084 . -0.032 0.054 -0.038 . 0.144 0.047 . 0.018 0 . -0.003 . -0.004 0.077 -0.003 0.007 . 0.057 0.045 . . .
par_9 0.096 0.061 0.002 0.043 0.03 0.002 0.037 . -0.004 0.133 . . 0.091 0.026 . 0.001 0.003 . -0.009 0.03 . 0 . 0.002 0.008 . 0.015 . . .
par_12 0.028 -0.008 0.002 . . . 0.054 -0.034 -0.085 0.067 . . 0.164 . 0.063 . . . . . . . 0.001 . . . . . . .
Si . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
NO3 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
CHL . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PHYC . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PO4 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
O2 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sst . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
Fe 0.039 . . 0.003 . . . . . . . . 0.053 -0.054 . . . . . . . . . . . . . . . .
PP . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
vgosa -0.085 . . -0.003 . . -0.037 . . -0.053 0.062 . -0.072 . 0.01 . . . -0.006 . . . . . . . . . . .
vgos . -0.065 . -0.036 . . . . -0.01 . . 0.009 . -0.025 . . . . . -0.001 . . -0.03 . . . . . . .
sla -0.052 . . -0.028 . -0.003 . . . -0.054 . 0.013 -0.064 . -0.044 . -0.006 . . . . . -0.016 -0.001 . . . . . .
ugosa -0.063 . . -0.027 . . . . . . . . 0.002 -0.015 . . . . 0 . . . . . . . . . . .
ugos . -0.04 0.004 . . . . . 0.003 . . . . . 0.021 . . . 0.004 . . . . . . . . . . .
wind_stress . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
eastward_wind . . . . . . . . . . . . . 0.02 . . . . . . . . . . . . . . . .
surface_downward_eastward_stress . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
wind_speed . . . . . . . . . . . . . -0.048 . . . . . . . . . -0.001 . . . . . .
surface_downward_northward_stress . . 0.005 . 0.001 0.003 . . . . . . . . . . . . . . . . 0.007 0.004 . . . . . .
northward_wind -0.029 0.009 . -0.009 . . . 0.003 . . . . . 0.03 0.03 . . . . . . . . . -0.071 . . . . .
sss 0.134 -0.097 0.004 . . . . -0.077 . . . 0.008 . -0.033 . . . . . . . . . . . . . . . .

Tables KM1512

Alpha coefficients
pro1 small pico1_ pico2_1 pico4_ croco bead rest1_1 rest2_ bg
AOU_WOA_clim . . . . . . . . . .
density_WOA_clim . . . . . . . . . .
o2sat_WOA_clim . . . . . . . . . .
oxygen_WOA_clim . . . . . . . . . .
salinity_WOA_clim . . . . . . . . . .
conductivity_WOA_clim . . . . . . . . . .
nitrate_WOA_clim . . . . . . . . . .
phosphate_WOA_clim . . . . . . . . . .
silicate_WOA_clim . . . . . . . . . .
sss_cruise . . . . . . . . . .
sst_cruise . . . . . . . . . .
par . . . . . . . . . .
par_3 . . . . . . . . . .
par_6 . . . . . . . . . .
par_9 . . . . . . . . . .
par_12 . . . . . . . . . .
Si . . . . . . . . . .
NO3 . . . . . . . . . .
CHL . . . . . . . . . .
PHYC . . . . . . . . . .
PO4 . . . . . . . . . .
O2 . . . . . . . . . .
sst . . . . . . . . . .
Fe . . . . . . . . . .
PP . . . . . . . . . .
vgosa . . . . . . . . . .
vgos . . . . . . . . . .
sla . . . . . . . . . .
ugosa . . . . . . . . . .
ugos . . . . . . . . . .
wind_stress . . . . . . . . . .
eastward_wind . . . . . . . . . .
surface_downward_eastward_stress . . . . . . . . . .
wind_speed . . . . . . . . . .
surface_downward_northward_stress . . . . . . . . . .
northward_wind . . . . . . . . . .
sss . . . . . . . . . .
Beta coefficients
pro1-diam pro1-chl pro1-pe small-diam small-chl small-pe pico1_-diam pico1_-chl pico1_-pe pico2_1-diam pico2_1-chl pico2_1-pe pico4_-diam pico4_-chl pico4_-pe croco-diam croco-chl croco-pe bead-diam bead-chl bead-pe rest1_1-diam rest1_1-chl rest1_1-pe rest2_-diam rest2_-chl rest2_-pe bg-diam bg-chl bg-pe
intp 0.642 1.766 0.388 0.728 1.053 0.325 5.767 6.887 0.986 7.464 7.621 2.033 6.905 6.592 2.351 6.338 7.066 5.693 6.725 4.482 5.775 7.033 2.472 2.133 3.307 1.1 0.462 3.586 3.152 1.974
AOU_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
density_WOA_clim . . 0.013 . . . . . . . . . . . . . . . . . . . . . . . . . . .
o2sat_WOA_clim -0.072 -0.152 0.017 . . . -0.06 . 0.007 . . . . . . . . . . . . . . . . . . . . .
oxygen_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
salinity_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
conductivity_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
nitrate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
phosphate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
silicate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sss_cruise . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sst_cruise 0.879 . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
par 0.051 -0.058 0.002 . 0.007 0.002 . -0.049 0.109 . . 0.07 . 0.064 0.002 -0.019 0.036 0.085 . 0.021 -0.002 . . . . . 0.005 -0.005 -0.005 .
par_3 0.103 -0.047 -0.003 0.025 0.007 . 0.237 -0.002 0.056 0.008 -0.034 0.018 -0.004 . . 0.15 -0.125 0.081 . 0.001 . . -0.015 . . . 0.007 . . .
par_6 0.107 0.004 . 0.031 0.021 0.002 0.118 0.015 . 0.054 -0.002 -0.007 -0.021 -0.053 . 0.113 -0.1 . . . . . . -0.013 0.049 . . . 0.019 0.001
par_9 0.15 0.044 0.002 0.075 0.003 . 0.187 0.004 0.014 . -0.043 . . -0.01 . 0.247 -0.073 -0.264 . . . 0.003 0.017 . 0.195 0.004 0.001 0.075 . .
par_12 -0.076 -0.042 . 0.003 -0.014 . 0.082 -0.028 -0.03 . -0.042 0.029 0.017 . . 0.104 -0.034 . . . . . . . . . . 0.059 . -0.088
Si . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
NO3 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
CHL . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PHYC . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PO4 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
O2 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sst . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
Fe -0.15 -0.058 0.005 0.03 . 0.002 -0.075 . -0.076 -0.009 0.027 -0.033 -0.012 . . -0.038 0.062 . . . . . . . . 0.003 . -0.023 . .
PP . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
vgosa . . . . . . 0.048 . . . . . . . . . . . . . . . . . . . . . . .
vgos 0.015 0.01 . . 0.006 . . . 0.03 0.026 . 0.055 . . . . . 0.077 . . . 0.003 . . . . . . . .
sla -0.337 . 0.007 . . . -0.253 0.028 . . . . . . . . . . . . . . . . . . . . . .
ugosa -0.03 0.044 . . . . . 0.01 . . . . . . . . . . . . . . . . . . . . . .
ugos 0.027 . -0.002 -0.009 . . -0.09 . . -0.01 . . . . . . 0.005 . . . . . . . . 0.001 . -0.053 . 0.113
wind_stress . . . . . . . . . . . . . . . 0.032 . . . . . . . . . . . . . .
eastward_wind . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
surface_downward_eastward_stress . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
wind_speed 0.095 . 0 . . . . 0.035 -0.125 . 0.031 . . . . . . . . . . . . . . . . . . .
surface_downward_northward_stress 0.195 . -0.002 . . . . . . . . . . . . . . . . . . . . . . . . . . .
northward_wind . -0.106 -0.008 -0.071 -0.03 -0.006 0.097 . -0.103 0.002 -0.002 . . . . . . -0.028 . -0.007 0.02 0.004 . . . -0.014 -0.028 . . -0.032
sss -1.023 . . -0.022 . . -0.378 . . . . . . . . -0.137 . . . . . . . . . . . . . .

Tables KM1513

Alpha coefficients
pro1 small pico1_ pico2_1 croco bead rest1_1 bg rest2_1 rest2_2
AOU_WOA_clim 0.111 . . . . . . . -1.653 .
density_WOA_clim . . . . . . . . . .
o2sat_WOA_clim -0.215 . . . . . . . 0.339 .
oxygen_WOA_clim . . . . . . . . . .
salinity_WOA_clim . . . . . . . . . .
conductivity_WOA_clim . . . . -19.487 . . . . .
nitrate_WOA_clim . . . . . . . . . .
phosphate_WOA_clim 16.966 6.657 . . -29.246 . . . . -11.719
silicate_WOA_clim . . . . . . . . . .
sss_cruise -2.514 . . . 2.45 . . -0.031 -1.267 .
sst_cruise -2.594 . . . -0.007 . . . 1.337 .
par . 0.096 -0.082 0.175 0.659 . -0.131 -0.009 . .
par_3 -0.008 0.322 -0.054 0.175 0.41 -0.09 -0.003 -0.043 0.029 0.003
par_6 . 0.183 -0.07 0.155 0.154 . -0.048 -0.046 0.012 -0.017
par_9 . 0.058 -0.114 0.103 0.282 . 0.033 -0.034 . -0.013
par_12 -0.05 . . 0.153 0.626 . . . -0.067 -0.027
Si . -0.11 . 0.623 -0.62 . . . . .
NO3 . . . . . . . . . .
CHL . . . -38.843 -92.636 . 7.941 . 1.41 7.793
PHYC . . -1.722 1.821 . . -3.87 3.268 . -35.197
PO4 -5.123 . . . -3.943 . . . -1.532 0.412
O2 -11.077 . . -0.137 . . 2.118 . . 2.301
sst . 0.261 . -3.617 -2.47 . . 0.74 -2.325 -0.633
Fe -0.003 . . 0.072 . . . . . .
PP . 3.363 . . -10.048 . . . . -0.238
vgosa . 0.013 . -0.001 -0.123 . 0.012 . 0.003 .
vgos -0.005 0.002 -0.066 . . . . -0.006 0.036 0.047
sla 0.22 . . . . . . . . .
ugosa 0.001 -0.075 . -0.003 -0.233 . . . . .
ugos . . 0.002 -0.011 . . . . . .
wind_stress 0.038 . -0.009 . -0.039 -0.005 . -0.022 . 0.003
eastward_wind . . . -0.068 . 0.021 . . . .
surface_downward_eastward_stress . . . . . 0.069 . . . -0.008
wind_speed 0.146 . -0.089 . . . . -0.003 . .
surface_downward_northward_stress . . 0.125 0.133 . 0.052 -0.095 0.017 -0.075 -0.131
northward_wind . 0 . 0.078 . 0.04 -0.004 . . .
sss 0.691 . -0.165 0.185 1.487 . -0.013 . -0.13 0.576
Beta coefficients
pro1-diam pro1-chl pro1-pe small-diam small-chl small-pe pico1_-diam pico1_-chl pico1_-pe pico2_1-diam pico2_1-chl pico2_1-pe croco-diam croco-chl croco-pe bead-diam bead-chl bead-pe rest1_1-diam rest1_1-chl rest1_1-pe bg-diam bg-chl bg-pe rest2_1-diam rest2_1-chl rest2_1-pe rest2_2-diam rest2_2-chl rest2_2-pe
intp 1.22 1.656 0.369 0.961 1.451 0.675 5.17 5.945 0.748 6.734 7.178 1.388 6.724 7.201 5.821 6.352 4.447 5.795 6.967 3.78 2.777 3.852 2.441 2.704 1.972 0.98 0.371 5.618 1.456 0.692
AOU_WOA_clim . . . . . . . . . . . . 0.486 . . . . . . . . . . . . . . . . .
density_WOA_clim -1.699 -0.443 . . . . . . 0.04 . . 0.007 . -0.107 1.051 . . . . 0 0.009 . . . . -0.001 . 0.027 . .
o2sat_WOA_clim -0.189 . . . . . . . . . . . -0.964 . . . . . . . . . . . . . . . . .
oxygen_WOA_clim . . . . . . . . . . . . . -0.023 . . . . . . . . . . . . . . . .
salinity_WOA_clim -0.614 . . . . . . . . . . . . 0.041 . . . . . . . . . . . . . . . .
conductivity_WOA_clim . . . . . . . . . . . . . 0.477 . . . . . . . . . . . . . . . .
nitrate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
phosphate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
silicate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sss_cruise 0.278 . . . . . . . . -0.095 . . -0.824 . 0.258 . . . . . . . . . . . . . . .
sst_cruise -1.83 -0.243 . . . . . . . . -0.111 . -0.635 -3.357 3.269 . . . . . . . . . . . . . . .
par -0.007 -0.187 -0.003 0.003 -0.03 -0.01 -0.039 -0.146 0.032 0.056 -0.061 0.163 0.223 -0.133 -0.102 0 0.001 . 0.002 -0.043 . . . . . 0.008 . . -0.008 0.023
par_3 0.203 -0.01 0 0.016 -0.013 -0.059 0.008 -0.053 0.034 0.183 -0.034 0.08 0.191 -0.062 0.012 . 0.003 -0.015 0.036 -0.024 -0.005 . -0.017 -0.031 -0.132 . -0.003 0.042 -0.04 -0.026
par_6 0.128 0.008 -0.001 0.025 . -0.032 0.024 0 0 0.085 -0.016 . 0.162 -0.132 -0.146 . . . . -0.028 . 0 -0.084 -0.068 -0.071 . -0.001 0.034 -0.041 -0.007
par_9 0.104 0.004 0 0.053 0 -0.009 0.078 -0.002 0.012 0.125 -0.012 -0.045 0.262 -0.167 -0.273 0.002 -0.007 0 . 0 -0.069 0.013 . -0.035 -0.013 . -0.001 . -0.016 -0.007
par_12 -0.091 -0.169 -0.001 -0.032 0.001 -0.001 . -0.095 . 0.125 -0.092 0.105 0.279 -0.105 -0.205 0 0 -0.003 -0.007 . 0.003 0.007 -0.051 -0.124 0.072 0.009 0.003 -0.027 -0.002 .
Si . . . . . . . . . 0.089 . . . -0.091 . . . . . . . . . . . . . . . .
NO3 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
CHL . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PHYC . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PO4 . . . . . . . . . . . . . . 0.025 . . . . . . . . . . . . . . .
O2 . . . . . . . . . . . . -0.081 -1.091 1.789 . . . . . . . . . . . . . . .
sst . . 0.012 . . . . . . -0.179 . . . 1.367 . . . . . . . . . . 0.105 . . . . 0
Fe -0.168 0.077 -0.003 . . . . . -0.001 -0.038 0.092 . -0.296 -0.044 . . . . -0.103 0.146 -0.055 . . . . . -0.002 . . .
PP . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
vgosa -0.361 0.026 . . . -0.006 0.022 . . . . -0.018 -0.76 0.031 -0.036 . . -0.001 . . -0.147 . . -0.003 . . -0.001 0.095 . .
vgos 0.421 0.072 0 -0.004 . . . . 0.017 0.012 -0.02 . 0.922 -0.025 0.044 . . . 0.012 . -0.022 . . . -0.115 . . . 0.034 -0.035
sla 0.167 0.099 0.002 -0.025 . . -0.041 0.165 0.025 -0.002 0.063 0.01 0.226 -0.001 -0.022 -0.002 . 0.009 0.063 -0.055 0.107 0.058 0.001 0.091 0.003 -0.006 0.002 0.042 -0.013 .
ugosa 0.631 . 0.002 . . . . . . . . -0.024 . 0.153 -0.383 . -0.003 . . . . -0.014 . -0.042 . . . . . 0.001
ugos -0.701 -0.052 . . 0 0.013 . . . . -0.04 . -0.039 -0.154 0.375 . . . . . 0.002 . . . . -0.004 0.003 . . .
wind_stress . 0.479 0.039 0.066 0.013 . . . . . 0.09 . . 0.162 0.89 0.001 . 0.007 . 0.001 -0.075 . . 0.106 -0.051 . . 0.038 0.017 -0.099
eastward_wind . . 0.025 . . . . . 0.012 . . 0.302 . . . . . . . . . . . . . . . . . .
surface_downward_eastward_stress 0.191 . . . . -0.002 . . . . -0.314 . 0.095 -0.004 -0.07 . . . . -0.007 0.193 . . . . . . . -0.16 .
wind_speed 0.308 -0.191 -0.03 . 0.003 0.003 . . . 0.07 -0.308 -0.098 0.236 -0.027 -0.925 0.005 . . 0.019 0.025 . . 0.1 . -0.134 . -0.01 . . .
surface_downward_northward_stress -0.51 -0.014 -0.002 0 -0.076 -0.018 0.025 -0.199 -0.019 0.098 -0.117 -0.084 -0.141 -0.158 . . -0.014 -0.004 . -0.035 . . -0.221 -0.17 . -0.001 -0.007 . . -0.013
northward_wind 0.548 . . . . . 0.046 . . . . . 0.264 0.165 -0.125 . . . . . -0.097 . . . 0.015 . . . . -0.016
sss . . 0.011 . 0.003 0.06 . . . -0.047 . . 0.539 0.483 0.108 . . . . . 0 . 0.007 . . 0.002 . . 0.009 .

Tables KOK1515

Alpha coefficients
pro1 pro2 small pico1_ pico2_1 croco rest1_1 rest2_ bg1 bg2
Si . . . . . . . . . .
NO3 . . . . . . . . . .
CHL . . . . . . . . . .
PHYC . . . . . . . . . .
PO4 . . 25.164 . . . . 1.189 . .
O2 . . . . . . . . . .
AOU_WOA_clim . . 36.319 -1.688 . . . . 0.649 .
density_WOA_clim . . . . . . . . . .
o2sat_WOA_clim . . . . . . . . -0.954 .
oxygen_WOA_clim . . . . . . . . . .
salinity_WOA_clim . . . . . . . . . .
conductivity_WOA_clim . . . . . . . . . .
nitrate_WOA_clim . . . . . . . . . .
phosphate_WOA_clim . . . . . . . . . .
silicate_WOA_clim . 136.373 182.985 -3.473 -89.071 -124.416 -34.538 23.946 . .
sss_cruise . 0.904 . -0.253 -2.85 . . . 0.738 .
sst_cruise . . . . . . . . . .
par . . 0.128 -0.078 0.135 0.093 -0.176 -0.246 -0.08 .
par_3 0.02 0.043 . -0.201 . 0.589 -0.006 . -0.066 .
par_6 0.192 . . . 0.163 . -0.006 -0.178 . .
par_9 0.081 . . . 0.261 0.707 -0.017 0 . .
par_12 0.039 0.083 -0.103 0.012 . 0.01 -0.022 -0.087 . .
sst . . . . . . . . . .
Fe . . . . . . 0.246 0.05 . .
PP . . . . . . . . . .
vgosa . . . . . . . 0.518 . .
vgos -0.183 -0.347 2.491 . . . . . . .
sla 0.342 1.732 -3.527 -0.533 . . . 1.162 . .
ugosa -0.237 -0.187 . . 0.198 . 0.156 . . .
ugos . . . . . . . 0.149 . .
sss . . . . 0.244 . . -0.043 . .
Beta coefficients
pro1-diam pro1-chl pro1-pe pro2-diam pro2-chl pro2-pe small-diam small-chl small-pe pico1_-diam pico1_-chl pico1_-pe pico2_1-diam pico2_1-chl pico2_1-pe croco-diam croco-chl croco-pe rest1_1-diam rest1_1-chl rest1_1-pe rest2_-diam rest2_-chl rest2_-pe bg1-diam bg1-chl bg1-pe bg2-diam bg2-chl bg2-pe
intp 2.049 2.521 0.159 1.79 2.394 0.978 1.112 1.884 0.871 5.159 6.308 1.373 7.158 7.203 1.915 6.535 7.404 6.375 7.14 3.484 2.655 3.601 2.179 1.042 5.241 3.983 4.343 1.422 2.75 1.015
Si . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
NO3 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
CHL . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PHYC . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PO4 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
O2 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
AOU_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
density_WOA_clim 0.532 . . 0.302 . . . . . . . . . . . . . . . . . . . . . . . . . .
o2sat_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
oxygen_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
salinity_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
conductivity_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
nitrate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
phosphate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
silicate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sss_cruise . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sst_cruise . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
par 0.121 -0.106 . 0.149 -0.083 0.007 0.076 0.113 -0.016 . -0.013 . 0.12 -0.071 0.072 0.089 -0.083 . -0.009 -0.055 . . -0.026 0.001 -0.245 -0.059 -0.013 0.045 . .
par_3 0.091 . 0.021 0.071 -0.012 0.007 . . 0.008 . -0.071 . 0.096 -0.03 -0.003 0.23 -0.088 0.138 -0.073 . -0.068 0.031 0 0.002 -0.18 -0.103 -0.024 0.023 . .
par_6 0.121 0.002 . 0.101 . . . 0 . 0.073 . 0.004 0.093 -0.097 -0.032 0.093 -0.15 -0.147 -0.017 0.099 -0.002 0.027 . . . . -0.075 . . .
par_9 0.059 . 0.003 0.066 . 0.017 0.023 . -0.018 . -0.028 . 0.118 0.04 0.057 0.146 -0.011 -0.128 . . . . . . . -0.01 -0.004 . . .
par_12 -0.026 -0.024 . -0.013 . . . . . . . . 0.129 -0.054 . 0.151 -0.101 . . 0.024 . -0.02 0.018 . -0.012 . 0.013 . . .
sst . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
Fe . . -0.016 -0.03 -0.004 0.03 . . -0.006 -0.187 . . . -0.041 -0.086 . -0.011 -0.103 0.115 . -0.063 -0.208 -0.014 -0.059 . . -0.054 . . .
PP . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
vgosa -0.136 -0.07 . -0.046 . . . . . . . . . -0.14 . . . -0.015 . . . . . . . . . . . .
vgos . . . . . . . . . . . . . . . . . . -0.018 . . . . . . . . . . .
sla -0.164 -0.491 -0.734 -0.121 . 0.026 0.04 . . . . . 0.884 -0.221 . 0.394 -0.496 -0.25 . . . -0.26 . -0.091 . . . . . .
ugosa -0.086 . . . . . 0.035 . . . . . . . . . . . . . . . . . . . . . . .
ugos . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sss . . . 0.057 . . . . . . . . . . . . . . . . . . . . . . . . . .

Tables KM1518

Alpha coefficients
pro1 small syn pico1_ pico2_1 bead rest1_1 rest2_ bg1 bg2
AOU_WOA_clim . -1.245 . . . . . . . .
density_WOA_clim . . . . . . . . . .
o2sat_WOA_clim . 0.005 . . . . . . . .
oxygen_WOA_clim . . . . . . . . . .
salinity_WOA_clim . . . . . . . . . .
conductivity_WOA_clim . . . . . . . . . .
nitrate_WOA_clim . . . . . . . . . .
phosphate_WOA_clim . . . . . . . . . .
silicate_WOA_clim . . . . . . . . . .
sss_cruise . . . . . . . . . .
sst_cruise -1.961 . . . 1.828 3.789 . . . .
par 0.063 0.126 . . . . . . . .
par_3 0.021 0.006 . . . . . -0.013 . .
par_6 0.13 . . . 0.163 . . -0.001 . .
par_9 . . . . 0.034 . . . . .
par_12 -0.052 . . . . . . . . .
Si . . . . . . . . . .
NO3 . . . . . . . . . .
CHL . . . . . . . . . .
PHYC . . . . . . . . . .
PO4 . . . . . . . . . .
O2 . . . . . . . . . .
sst . . . . . . . . . .
Fe . -0.105 . . . . . . . .
PP . . . . . . . . . .
vgosa . . . . . . . 0.109 . .
vgos . . . . . . . 0.016 . .
sla . . . . . . . . . .
ugosa 0.037 -0.249 . . . . . . . .
ugos . . . . . . . . . .
wind_stress . . . . -0.245 . . . . .
eastward_wind . . . . . . . . . .
surface_downward_eastward_stress -0.216 . . . . . . . . .
wind_speed . . . . . . . . . .
surface_downward_northward_stress . 0.045 . -0.311 -0.148 . -0.12 . . .
northward_wind 0.334 . . . . . . 0.087 . .
sss . . . . . . . . . .
Beta coefficients
pro1-diam pro1-chl pro1-pe small-diam small-chl small-pe syn-diam syn-chl syn-pe pico1_-diam pico1_-chl pico1_-pe pico2_1-diam pico2_1-chl pico2_1-pe bead-diam bead-chl bead-pe rest1_1-diam rest1_1-chl rest1_1-pe rest2_-diam rest2_-chl rest2_-pe bg1-diam bg1-chl bg1-pe bg2-diam bg2-chl bg2-pe
intp 0.795 2.105 0.396 0.83 1.084 0.423 2.583 3.697 3.624 4.587 6.27 0.546 6.844 7.194 1.236 7.156 6.181 6.16 7.009 2.903 1.963 2.529 1.054 0.365 3.804 2.174 2.555 2.11 2.128 0.686
AOU_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
density_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
o2sat_WOA_clim -0.064 . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
oxygen_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
salinity_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
conductivity_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
nitrate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
phosphate_WOA_clim 0.093 . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
silicate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sss_cruise . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sst_cruise . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
par 0.132 -0.076 . 0.049 0.015 0.003 . . . . . 0.006 . . 0.08 . . . . . . . . . . . . . . .
par_3 0.108 -0.023 -0.006 0.044 0.006 -0.005 0.031 . . . . . 0.043 . . . . . . . . . . . . . . . . 0.003
par_6 0.246 0.091 . 0.073 . -0.003 0.043 . . . . . . . -0.041 . . -0.02 . . . . . . . . . . . .
par_9 0.041 . . 0.016 . . . . . . . . 0.021 . . . . . . . . . . . . . . . . .
par_12 0.006 -0.055 -0.001 . . . . . . . . . . . . . . . . . . . . . . . . . . .
Si . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
NO3 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
CHL . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PHYC . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PO4 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
O2 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sst . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
Fe 0.095 0.077 0.004 . . . . . . . . . . . . . . . . . . . . . . . . . . .
PP . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
vgosa . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
vgos . . -0.008 -0.014 -0.013 . . . . . . . -0.002 0.083 . 0.048 -0.406 . . . . . . . . . . . . .
sla . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
ugosa 0.027 0.005 . . . -0.008 . . . . . . -0.082 0.114 . . . . . . . . . . . . . . . .
ugos . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
wind_stress -0.044 . -0.006 . . -0.014 . . . . . . . 0.041 . . . . . . . . . . . . . . . .
eastward_wind . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
surface_downward_eastward_stress . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
wind_speed . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
surface_downward_northward_stress 0.089 . 0.019 . . 0.01 . . . . . . 0.058 . . 0.098 . . 0.099 . . -0.059 . 0.003 . . . . . .
northward_wind . 0.108 . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sss . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .

Tables KM1601

Alpha coefficients
pro1 pro2 small syn pico1_ pico2_1 bead rest1_1 rest2_ bg
AOU_WOA_clim . . . . . . . . . .
density_WOA_clim . . . . . . . . . .
o2sat_WOA_clim . . . . . . . . . .
oxygen_WOA_clim . . . . . . . . . .
salinity_WOA_clim . . . . . . . . . .
conductivity_WOA_clim . . . . . . . . . .
nitrate_WOA_clim . . . . . . . . . .
phosphate_WOA_clim . . . . . . . . . .
silicate_WOA_clim . . . . . . . . . .
sss_cruise . . . . . . . . . .
sst_cruise . . . . . . . . . .
par . . . . . . . . . .
par_3 . . . . . . . . . .
par_6 . . . . . . . . . .
par_9 . . . . . . . . . .
par_12 . . . . . . . . . .
Si . . . . . . . . . .
NO3 . . . . . . . . . .
CHL . . . . . . . . . .
PHYC . . . . . . . . . .
PO4 . . . . . . . . . .
O2 . . . . . . . . . .
sst . . . . . . . . . .
Fe . . . . . . . . . .
PP . . . . . . . . . .
vgosa . . . . . . . . . .
vgos . . . . . . . . . .
sla . . . . . . . . . .
ugosa . . . . . . . . . .
ugos . . . . . . . . . .
wind_stress . . . . . . . . . .
eastward_wind . . . . . . . . . .
surface_downward_eastward_stress . . . . . . . . . .
wind_speed . . . . . . . . . .
surface_downward_northward_stress . . . . . . . . . .
northward_wind . . . . . . . . . .
sss . . . . . . . . . .
Beta coefficients
pro1-diam pro1-chl pro1-pe pro2-diam pro2-chl pro2-pe small-diam small-chl small-pe syn-diam syn-chl syn-pe pico1_-diam pico1_-chl pico1_-pe pico2_1-diam pico2_1-chl pico2_1-pe bead-diam bead-chl bead-pe rest1_1-diam rest1_1-chl rest1_1-pe rest2_-diam rest2_-chl rest2_-pe bg-diam bg-chl bg-pe
intp 1.025 2.203 0.333 0.802 1.706 0.533 0.967 1.017 0.326 2.778 3.513 3.356 4.942 6.184 0.558 6.2 7.395 1.227 7.423 5.169 6.385 6.868 3.09 2.237 3.534 1.146 0.423 4.145 2.437 2.288
AOU_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
density_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
o2sat_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
oxygen_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
salinity_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
conductivity_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
nitrate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
phosphate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
silicate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sss_cruise . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sst_cruise . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
par 0.107 -0.052 . 0.051 -0.001 . 0.025 . . . . 0.038 . . 0.005 -0.002 . 0.054 . . 0.002 . . . . -0.009 . . . .
par_3 0.084 -0.085 . 0.068 . . 0.042 . 0.002 0.098 -0.009 . 0.107 . 0.029 0.239 . 0.092 . . . 0.018 . . . -0.011 . . . .
par_6 0.18 0.043 0.007 0.114 . 0.001 0.038 0.004 0.003 0.099 -0.028 . 0.158 . 0.007 0.053 0.004 0.004 . . . . . . . 0 . . . .
par_9 0.086 0.056 -0.002 0.089 0.049 . 0.042 0.002 . 0.028 . -0.027 . . . 0.14 0.013 0.043 . . . . . . . . . . . .
par_12 0.028 -0.07 . 0.023 . . . . . 0.031 . -0.007 . -0.021 . 0.12 -0.039 0.006 . 0.002 . -0.011 . . . . . . . .
Si . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
NO3 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
CHL . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PHYC . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PO4 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
O2 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sst . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
Fe -0.013 -0.167 -0.007 . . -0.008 . . . . . . . . . 0.113 . . . . -0.007 . . . . . . . . .
PP . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
vgosa . -0.141 . . . . . . . . . -0.036 . . . . . . . . . . . . . . . . . .
vgos -0.025 -0.14 . . . . . . . . . . . . . . -0.029 . . . . . . . . . . . . .
sla . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
ugosa . . . . . 0.002 . . . . . 0.049 . . . -0.021 . . . . . . . . . . . . . .
ugos 0.046 . 0.006 0.02 . . . . . . . . . . . . . . . . . . . . . . . . . .
wind_stress . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
eastward_wind -0.059 . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
surface_downward_eastward_stress . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
wind_speed -0.014 -0.041 . . . . . . . . . . . . . . -0.009 . . . . -0.006 . . . . . . . .
surface_downward_northward_stress . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
northward_wind -0.069 0.009 0.015 . . 0.023 . . 0.012 . . . . . . -0.118 . . . . . -0.002 . . . . . . . .
sss . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .

Tables KM1602

Alpha coefficients
pro1 pro2 small pico1_ pico2_1 bead rest1_1 rest1_2 rest2_ bg
AOU_WOA_clim . . . . . -0.078 . . . .
density_WOA_clim . . . . . . . . . -0.061
o2sat_WOA_clim . . . . . 0.007 . . -0.001 .
oxygen_WOA_clim . . . . . . . . . .
salinity_WOA_clim . . . . . . . . . -0.132
conductivity_WOA_clim . . . . . . . . . 0.438
nitrate_WOA_clim 3.073 . . . . . . . . .
phosphate_WOA_clim . . . . . -0.005 . . 0.038 .
silicate_WOA_clim . . . . . . . . . .
sss_cruise 0.258 . -0.541 . . 0.014 . -3.819 -0.114 .
sst_cruise . . 1.932 -0.864 -0.45 -0.164 . 0.16 0.563 .
par . 0.002 0.149 -0.021 0.114 . -0.119 . . .
par_3 -0.025 0.007 0.082 . 0.347 . -0.007 0.171 -0.106 .
par_6 0.013 0.001 . -0.184 0.207 . . . -0.081 .
par_9 0.033 . -0.018 -0.002 0.199 . 0.032 0.174 -0.019 -0.049
par_12 -0.08 -0.044 . 0.04 0.11 . . 0.154 -0.003 .
Si -8.281 . . . 0.662 . . -3.231 . .
NO3 . . . . . . . . . .
CHL 24.824 . -58.119 . 53.798 . . . . .
PHYC . . . -0.072 . . . . . .
PO4 . 0.983 7.019 . . . -2.619 . . .
O2 -0.012 . . 1.523 . . . . . .
sst 0.312 . . . . -0.301 . 0.244 . 1.761
Fe 0.357 . . . . . . . . 0.088
PP 0.031 . . . . . . . . .
vgosa -0.057 -0.013 -0.054 . 0.094 . . . 0.027 .
vgos . . . 0.11 0.116 . . -0.506 . .
sla 0.007 0.001 0.078 . . . . -0.124 . .
ugosa . . . . 0.111 . . . . .
ugos . . -0.028 . 0.09 . . -0.343 . .
wind_stress . . . . . -0.151 . . . 0.053
eastward_wind . . . . 0.057 . 0.035 -0.106 -0.603 .
surface_downward_eastward_stress . . 0.329 . . . . . . .
wind_speed -0.134 . 0.257 . . . . . 0.066 .
surface_downward_northward_stress . . . . . 0.001 . . . -0.002
northward_wind . . . . . . . -0.945 . .
sss . . 0.536 0.72 . . . -2.974 . -0.214
Beta coefficients
pro1-diam pro1-chl pro1-pe pro2-diam pro2-chl pro2-pe small-diam small-chl small-pe pico1_-diam pico1_-chl pico1_-pe pico2_1-diam pico2_1-chl pico2_1-pe bead-diam bead-chl bead-pe rest1_1-diam rest1_1-chl rest1_1-pe rest1_2-diam rest1_2-chl rest1_2-pe rest2_-diam rest2_-chl rest2_-pe bg-diam bg-chl bg-pe
intp 0.851 2.092 0.31 0.77 1.938 0.521 0.695 1.067 0.338 4.705 6.129 0.541 5.945 7.402 1.25 7.267 5.099 6.303 6.821 3.364 2.609 6.208 1.64 1.038 2.806 1.085 0.385 3.061 2.677 2.759
AOU_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
density_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
o2sat_WOA_clim -0.005 . . . . . . . . . . . . 0.004 . . . . . . . . . . . . . . . .
oxygen_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
salinity_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
conductivity_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
nitrate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
phosphate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
silicate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sss_cruise 0.046 0.033 0.019 0.016 . . 0.025 . . . . . . . . . . . . . . . . . . . . . . .
sst_cruise -0.668 . -0.002 . . . -0.044 . . . . . . . . . . . . . . . . . . . . . . .
par 0.12 -0.069 0.001 0.074 -0.068 0.008 0.062 . 0.002 . -0.024 0.015 . -0.017 0.075 -0.051 -0.005 . . -0.029 0.004 . -0.009 . . -0.001 . . . 0.044
par_3 0.074 -0.083 -0.003 0.039 -0.061 . 0.071 . . 0.032 -0.093 . 0.238 -0.036 0.053 . . -0.007 . . 0.024 . 0.025 . . -0.006 . . -0.006 .
par_6 0.199 . 0.002 0.106 . . 0.078 0.002 . 0.061 . 0.008 0.067 0.004 . . . . . 0.137 0.004 . . . . -0.005 . . . .
par_9 0.08 -0.004 0 0.07 . 0.001 0.072 0.008 . 0.113 . 0.002 0.127 0.011 0.019 0.022 . 0.005 . . . 0.19 0.032 0.012 0.043 . . 0.033 -0.016 .
par_12 0.04 -0.028 -0.002 0.023 -0.014 -0.001 0.003 . -0.002 . -0.011 . 0.155 -0.028 0.034 0.005 0.026 . . . -0.004 . 0.329 0.107 . . . . . .
Si . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
NO3 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
CHL . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PHYC . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PO4 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
O2 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sst . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
Fe 0.03 . . 0.001 . 0.012 . . . -0.127 . . 0.046 0.002 0.016 . . . . . 0.12 . -0.036 . -0.09 . . . 0.001 -0.043
PP . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
vgosa -0.015 -0.001 . -0.013 . -0.001 . . . . . -0.001 -0.062 . -0.021 . . . -0.007 . . . 0.044 0.048 . . -0.003 . . .
vgos . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sla -0.044 . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
ugosa . . 0.003 . . . . . 0.005 . . . -0.026 . . . . . . -0.007 -0.107 -0.026 -0.242 -0.103 . . . . . 0.008
ugos 0.031 . 0.003 0.004 . . 0.026 . . . . . . . . . . . . . . . . . . . . . . .
wind_stress . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
eastward_wind -0.023 -0.004 -0.016 . . -0.024 -0.005 . -0.009 0.004 . . 0.028 -0.091 . . 0.001 . 0.026 . . . . . 0.114 0.008 . . . .
surface_downward_eastward_stress -0.03 . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
wind_speed -0.062 . -0.009 . . . . 0.003 -0.001 . . . . -0.028 . . . -0.016 . . . . -0.09 . . . . . . .
surface_downward_northward_stress . . . . . 0.004 . . 0.002 . . . . . . -0.015 . . -0.014 . . . . . . -0.024 . . . 0.043
northward_wind -0.047 . . . . . . . . . . . -0.168 . . . . . . . . -0.166 -0.302 -0.139 . . . . -0.093 .
sss . . . . . . . . . . . . . -0.211 . . . . . . . . -0.77 . . . . . . .

Tables KOK1604

Alpha coefficients
pro1 small pico1_ pico2_1 pico3_ bead rest1_1 rest1_2 rest2_ bg
AOU_WOA_clim . . . . . . . . . .
density_WOA_clim . . . . . . . . . .
o2sat_WOA_clim 0.404 . . . . . . . . .
oxygen_WOA_clim . . . . . . . . . .
salinity_WOA_clim . . . . . . . . . .
conductivity_WOA_clim . . . . . . . . . .
nitrate_WOA_clim . . . . . . . . . .
phosphate_WOA_clim . . . . . . . . . .
silicate_WOA_clim . . . . . . . . . .
sss_cruise . . . . . . . . . .
sst_cruise . . . . . . . . . .
par . . . 0.116 . . . -0.067 . .
par_3 0.05 . . . . . . . . .
par_6 0.141 . . . . . . . . .
par_9 . . . . . . . . . .
par_12 . . . . . . . . . .
Si . . . . . . . . . .
NO3 . . . . . . . . . .
CHL . . . . . . . . . .
PHYC . . . . . . . . . .
PO4 2.099 . . . . . . . . .
O2 . . . . . . . . . .
sst . . . . . . . . . .
Fe . . . . . . . . . .
PP . . . . . . . . . .
vgosa . . . . . . . . . .
vgos . . . . . . . . . .
sla . . . . . . . . . .
ugosa . . . . . . . . . .
ugos . . . . . . . . . .
wind_stress . . . -0.219 . . . . . .
eastward_wind . . . . . . . . . .
surface_downward_eastward_stress . . . . . . . . . .
wind_speed . . . -0.001 . . . . . .
surface_downward_northward_stress . . . . . . . . . .
northward_wind . . . . . . . . . .
sss . . . . . . . . . .
Beta coefficients
pro1-diam pro1-chl pro1-pe small-diam small-chl small-pe pico1_-diam pico1_-chl pico1_-pe pico2_1-diam pico2_1-chl pico2_1-pe pico3_-diam pico3_-chl pico3_-pe bead-diam bead-chl bead-pe rest1_1-diam rest1_1-chl rest1_1-pe rest1_2-diam rest1_2-chl rest1_2-pe rest2_-diam rest2_-chl rest2_-pe bg-diam bg-chl bg-pe
intp 1.939 2.755 0.81 1.445 1.766 0.808 5.257 6.677 1.205 6.069 7.216 1.677 5.151 6.052 1.375 7.125 5.321 6.333 7.3 5.81 4.32 6.637 2.932 2.157 4.256 2.086 1.06 3.849 3.182 3.293
AOU_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
density_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
o2sat_WOA_clim 0.217 . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
oxygen_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
salinity_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
conductivity_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
nitrate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
phosphate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
silicate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sss_cruise . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sst_cruise . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
par 0.102 -0.103 -0.001 0.041 -0.018 . 0.184 -0.01 0.185 0.125 . 0.124 . . -0.018 . -0.007 -0.03 -0.002 . . . -0.039 -0.003 . -0.023 . . -0.015 0
par_3 0.129 0.024 . 0.039 . . 0.114 -0.03 0.005 0.089 -0.041 . . . . . . -0.003 -0.13 . . -0.014 . -0.01 . . . -0.045 0.02 .
par_6 0.185 0.15 0.008 0.072 0.042 0.002 0.249 0.211 0.082 0.112 -0.047 -0.041 0.057 . . 0.006 . . . . . -0.028 . . . . . . 0.099 .
par_9 . -0.066 . . . . 0.043 0.02 0.036 0.085 . 0.045 . . . 0.015 0.018 0 . . . -0.043 . 0.013 . . . . . .
par_12 -0.02 0.064 . -0.017 . . -0.022 -0.01 -0.014 0.123 0.013 0.012 . -0.055 0.005 0.052 0.002 . . . . 0.029 . . . . . . . .
Si . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
NO3 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
CHL . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PHYC . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PO4 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
O2 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sst . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
Fe -0.057 . 0.004 . . . -0.061 . . . 0.05 . . . . . . . . . . . . . . . . . . .
PP . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
vgosa . -0.005 . . . . -0.033 . . 0.025 0.012 0.003 . -0.024 . . . -0.01 . . . -0.012 0.051 . -0.022 . . . . -0.052
vgos -0.043 -0.017 . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sla . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
ugosa . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
ugos -0.045 . . -0.011 0.005 . -0.019 0.037 . -0.005 . -0.035 0.016 . . . 0.005 . . . . . . -0.025 . . . 0.022 . .
wind_stress -0.121 -0.06 -0.003 -0.025 . . -0.065 0.069 -0.003 . 0.007 . -0.01 -0.001 -0.008 . . . . . . 0.052 . . . . . . . 0.014
eastward_wind . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
surface_downward_eastward_stress . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
wind_speed . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
surface_downward_northward_stress 0.059 . 0.004 . . . . . . . . . . . . . . . . . . . . . . . . . . .
northward_wind . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sss . . . . . . 0.191 . . . . . . . . . . . . . . . . . . . . . . .

Tables KOK1606

Alpha coefficients
pro1 syn pico1_ pico2_1 pico3_ bead rest1_1 rest2_ bg1 bg2
AOU_WOA_clim . . . . . . . -0.04 . .
density_WOA_clim -0.216 . -0.35 . 0.038 -0.345 . 0.245 . .
o2sat_WOA_clim . -1 . -0.009 . . . . . .
oxygen_WOA_clim . 0.308 . . . . 0.12 . . .
salinity_WOA_clim . . . . . . . . . .
conductivity_WOA_clim . . . . . . . . . .
nitrate_WOA_clim -6.542 0.233 -0.043 0.237 -0.948 -1.068 0.043 0.423 -0.998 2.122
phosphate_WOA_clim 0.675 -0.09 -1.166 . . . . . . .
silicate_WOA_clim . -0.229 . -0.236 0.241 . . . 0.118 -1.663
sss_cruise 0.219 . -0.755 0.481 1.08 0.252 -1.282 -0.628 . -0.091
sst_cruise 0.722 -0.934 -1.378 0.21 . . . . . -0.621
par 0.053 0.073 0.034 0.046 . . -0.014 -0.008 . -0.095
par_3 0.123 0.056 -0.076 0.323 0.063 -0.032 . -0.023 . .
par_6 0.03 0.023 -0.091 0.055 . . -0.155 -0.127 -0.026 0.019
par_9 0.025 0.093 -0.292 0.155 0.004 -0.109 -0.044 -0.014 . .
par_12 . -0.082 0.089 . 0.014 -0.058 -0.107 -0.099 . 0.061
Si . . . . . . . . . .
NO3 . . . . . . . . . .
CHL 0.876 . 4.094 . . . . . . .
PHYC . 2.372 . 0.053 . . -0.365 . . -0.584
PO4 0.305 -0.275 -0.915 0.161 . . . . -0.099 .
O2 . . . . . . . . . .
sst -0.884 . . -0.579 . . 0.24 0.489 . .
Fe 0.317 -0.74 0.388 0.381 -0.204 0.479 -0.128 . . .
PP 0.003 . . . . . -0.026 . . -0.056
vgosa . 0.014 . -0.066 . . . . . .
vgos 0.024 . -0.03 . . . 0.051 0.022 -0.018 .
sla . 0.205 0.169 -0.025 0.038 . -0.355 -0.198 0.123 -0.052
ugosa 0.312 -0.534 0.058 . -0.021 . . . . .
ugos -0.319 0.814 . 0.02 . -0.018 -0.043 . 0.024 .
wind_stress . 0.166 -0.143 . . . 0.044 -0.016 -0.126 .
eastward_wind . -0.453 . . . . . 0.02 . -0.001
surface_downward_eastward_stress 0.071 . 0.045 0.163 0.296 . -0.206 -0.303 . -0.089
wind_speed -0.121 0.003 -0.046 0.091 -0.251 0.054 0.004 . -0.167 .
surface_downward_northward_stress . -0.026 . . . -0.24 . 0.009 . .
northward_wind -0.25 -0.067 0.001 -0.104 0.086 0 0 0.104 -0.172 0.026
sss 0.639 0.065 -0.012 . 0.24 . . -0.005 . .
Beta coefficients
pro1-diam pro1-chl pro1-pe syn-diam syn-chl syn-pe pico1_-diam pico1_-chl pico1_-pe pico2_1-diam pico2_1-chl pico2_1-pe pico3_-diam pico3_-chl pico3_-pe bead-diam bead-chl bead-pe rest1_1-diam rest1_1-chl rest1_1-pe rest2_-diam rest2_-chl rest2_-pe bg1-diam bg1-chl bg1-pe bg2-diam bg2-chl bg2-pe
intp 1.427 2.825 0.808 2.816 3.958 3.64 4.435 6.491 1.02 5.494 7.13 1.507 4.617 5.634 1.129 7.153 5.458 6.484 6.873 3.337 2.635 3.374 1.802 0.921 4.784 3.422 3.591 6.45 6.246 2.662
AOU_WOA_clim 0.088 . -0.011 0.025 . 0.012 . . . 0.315 . . . . -0.025 . . -0.003 -0.055 -0.004 . . . . . . . -0.268 0.131 .
density_WOA_clim . . . . . . . 0.003 . 0.11 . . . . . 0.006 . . -0.045 . 0.002 . . . . . . . . .
o2sat_WOA_clim . 0.007 . . . . . 0.016 . . -0.024 -0.013 . . . . . . 0.063 . . 0.009 . . . . . . . .
oxygen_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
salinity_WOA_clim . -0.054 . . . . . . . . . . . . . . . . . . . . . . . . . . . .
conductivity_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
nitrate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
phosphate_WOA_clim 0.045 . . 0.14 . -0.062 -0.085 -0.187 -0.03 . . . . . . . . . -0.011 . 0.01 . . 0.011 . . . . . .
silicate_WOA_clim . . . . . 0.145 0.023 . . . . . . . . . . . . . . . . . . . . . . .
sss_cruise . -0.007 . 0.037 -0.219 -0.277 0.021 -0.075 . 0.15 . . . . . . . . -0.053 . . . . . . . . . . .
sst_cruise -0.354 -0.07 -0.032 . -0.12 . 0.275 0.27 . . . . . . . . . . -0.016 -0.141 -0.002 . . -0.044 . . . . . .
par 0.016 -0.128 -0.004 0.006 -0.02 0.022 0.024 -0.097 0.053 0.021 -0.03 0.105 . -0.014 . . . -0.041 0.003 -0.053 -0.032 -0.018 . -0.003 . -0.005 . . . .
par_3 0.073 -0.034 . 0.039 -0.065 -0.026 0.04 -0.082 . 0.029 -0.061 . 0.032 . -0.001 . . -0.007 -0.016 -0.004 -0.017 . -0.006 . . -0.001 . -0.048 . .
par_6 0.048 . . 0.04 -0.014 . 0.051 -0.01 . 0.023 0 -0.01 0.061 0.027 -0.006 0.033 -0.001 . -0.008 . . . . . -0.008 . . -0.09 -0.017 .
par_9 0.078 . . 0.033 -0.001 -0.009 0.029 . 0 0.025 -0.018 . . . . . 0.008 -0.02 . . 0.007 . . . . . -0.053 . -0.01 .
par_12 -0.034 -0.009 0 -0.016 -0.042 -0.032 -0.005 -0.007 . 0.008 -0.012 0.012 . . . . . . 0.006 0.014 . . . . . . -0.004 . . -0.002
Si 0.09 . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
NO3 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
CHL . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PHYC . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PO4 . . . . . . . -0.248 . . . -0.011 . . . . . . 0.002 0.081 . . . . . . . . . .
O2 -0.049 . . . . . -0.247 . . . -0.064 . . . . . . . . . . . . . . . . . . .
sst . -0.13 . . . . -0.052 . 0.008 0.228 -0.069 0.069 . . . . . . . . . . . . . . . . . .
Fe -0.075 -0.009 -0.005 -0.101 -0.127 -0.216 . . . -0.231 -0.003 . -0.064 . . -0.016 . . . . -0.031 . . . . . . 0.14 . .
PP . 0.132 0.012 . 0.097 0.13 0.099 0.106 0.012 . . -0.037 -0.1 0.168 0.02 0.1 0.054 0.115 0.047 0.021 0.144 0.139 0.019 . 0.126 0.286 0.101 -0.007 . 0.207
vgosa 0.004 0.021 0.003 . 0.035 0.018 . . -0.002 0.017 -0.001 -0.001 . . . 0.011 . . 0.007 . . . . . . 0.013 . . . .
vgos . . . 0.008 . . -0.02 -0.028 . . . . . -0.005 -0.002 . -0.011 . . . -0.002 . . . . . . 0.021 . 0
sla -0.002 0.013 0.002 0.02 0.072 0.049 -0.069 -0.19 -0.028 0.027 0.033 -0.007 0.057 0.031 . . 0.003 0.009 -0.049 . 0.019 0.147 0.008 0.021 . 0.008 . -0.191 . .
ugosa 0.008 0.015 0.002 . 0.067 . 0.006 . . . . . -0.007 0.032 . . . . . . 0.017 . . -0.001 . . . . . .
ugos . . . 0.014 . 0.129 . -0.007 -0.005 0.054 0.018 . . . . . . . -0.003 0.024 . . . . . 0.032 . . . 0.046
wind_stress . . . . -0.068 -0.059 . . . 0.202 . 0.006 . -0.046 . . . . . . . -0.026 . . . . . 0.01 -0.144 .
eastward_wind . . . -0.017 . 0.001 -0.034 0.126 . -0.17 . . . . . 0.072 . . . . . . 0.003 . . . . . . .
surface_downward_eastward_stress . 0.017 . . 0.015 0.063 0.179 . . . . . . . . . . . . 0.001 . 0.001 . 0.003 . . . . . .
wind_speed 0.048 . . . . . . 0.001 0.013 -0.032 0.022 . -0.095 . . -0.01 . 0.011 -0.034 . 0.021 . . . . . . . . 0.029
surface_downward_northward_stress 0.012 . . 0.04 -0.056 -0.13 0.008 -0.032 . 0.183 0.008 . . . . . . -0.007 0.008 0.005 . 0.009 . 0.006 . . 0.121 0.002 . .
northward_wind -0.092 -0.105 -0.007 -0.082 -0.162 -0.137 . -0.072 -0.003 0.003 . 0.045 . -0.03 . 0.004 . -0.005 . . -0.012 . 0.006 . . -0.039 . 0.02 . .
sss -0.089 . . . -0.165 -0.375 . -0.398 . . . 0.139 0.032 . . . -0.065 . -0.039 -0.135 . . . . . . . . . -0.127

Tables KOK1607

Alpha coefficients
pro1 small syn pico1_ pico2_1 bead rest1_1 rest1_2 rest2_ bg
AOU_WOA_clim . . . . . . . . . .
density_WOA_clim . . . . . . . . . .
o2sat_WOA_clim . . . . . . . . . .
oxygen_WOA_clim . . . . . . . . . .
salinity_WOA_clim . . . . . . . . . .
conductivity_WOA_clim . . . . . . . . . .
nitrate_WOA_clim . . . . . . . . . .
phosphate_WOA_clim . . . . . . . . . .
silicate_WOA_clim . . . . . . . . . .
sss_cruise . . . . . . . . . .
sst_cruise . . . . . . . . . .
par . . . . . . . . . .
par_3 . . . . . . . . . .
par_6 . . . . . . . . . .
par_9 . . . . . . . . . .
par_12 . . . . . . . . . .
Si . . . . . . . . . .
NO3 . . . . . . . . . .
CHL . . . . . . . . . .
PHYC . . . . . . . . . .
PO4 . . . . . . . . . .
O2 . . . . . . . . . .
sst . . . . . . . . . .
Fe . . . . . . . . . .
PP . . . . . . . . . .
vgosa . . . . . . . . . .
vgos . . . . . . . . . .
sla . . . . . . . . . .
ugosa . . . . . . . . . .
ugos . . . . . . . . . .
wind_stress . . . . . . . . . .
eastward_wind . . . . . . . . . .
surface_downward_eastward_stress . . . . . . . . . .
wind_speed . . . . . . . . . .
surface_downward_northward_stress . . . . . . . . . .
northward_wind . . . . . . . . . .
sss . . . . . . . . . .
Beta coefficients
pro1-diam pro1-chl pro1-pe small-diam small-chl small-pe syn-diam syn-chl syn-pe pico1_-diam pico1_-chl pico1_-pe pico2_1-diam pico2_1-chl pico2_1-pe bead-diam bead-chl bead-pe rest1_1-diam rest1_1-chl rest1_1-pe rest1_2-diam rest1_2-chl rest1_2-pe rest2_-diam rest2_-chl rest2_-pe bg-diam bg-chl bg-pe
intp 1.224 2.689 0.754 1.544 1.438 0.753 2.588 3.495 3.198 5.033 6.284 1.463 6.092 7.272 1.864 6.519 5.067 6.052 6.846 3.167 2.391 6.257 2.805 2.066 3.386 2.07 1.032 5.48 4.676 4.044
AOU_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
density_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
o2sat_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
oxygen_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
salinity_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
conductivity_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
nitrate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
phosphate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
silicate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sss_cruise . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sst_cruise . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
par 0.037 -0.122 . . . . . . . . . . . -0.047 0.078 . . . . . . . . . . . . . . .
par_3 . . . . . . . . . . . . 0.019 . . . . . . . . . . . . . . . . .
par_6 0.142 . . . . . . . . . . . . . -0.007 . . . . . . . . . . . . . . .
par_9 0.019 0.003 . . . . . . . . . . . . . . . . . . . . . . . . . . . .
par_12 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
Si . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
NO3 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
CHL . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PHYC . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PO4 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
O2 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sst . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
Fe . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PP . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
vgosa . . . . . . . . . . . . 0.003 . . . . . . . . . . . . . . . . .
vgos 0.027 . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sla 0.047 0.005 . . . . . . . . . . -0.037 . . . . . -0.001 . . -0.008 . . . . . . . .
ugosa . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
ugos . -0.002 . . . . . . . 0.005 . . . 0 -0.009 . . . . . . . . . . . . . . .
wind_stress . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
eastward_wind . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
surface_downward_eastward_stress . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
wind_speed . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
surface_downward_northward_stress . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
northward_wind . . . . . . . . . . . . 0.026 . . . . . . . . . . . . . . . . .
sss . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .

Tables KOK1608

Alpha coefficients
pro1 pico1_ pico2_1 pico2_2 croco bead rest1_1 rest1_2 rest2_ bg
AOU_WOA_clim . . . . . . . . . .
density_WOA_clim . . . . . . . . . .
o2sat_WOA_clim . . . . . . . . . .
oxygen_WOA_clim . . . . . . . . . .
salinity_WOA_clim . . . . . . . . . .
conductivity_WOA_clim . . . . . . . . . .
nitrate_WOA_clim . . . . . . . . . .
phosphate_WOA_clim . . . . . . . . . .
silicate_WOA_clim . . . . . . . . . .
sss_cruise . . . . . . . . . .
sst_cruise . . . . . . . . . .
par . . . . . . . . . .
par_3 . . . . . . . . . .
par_6 . . . . . . . . . .
par_9 . . . . . . . . . .
par_12 . . . . . . . . . .
Si . . . . . . . . . .
NO3 . . . . . . . . . .
CHL . . . . . . . . . .
PHYC . . . . . . . . . .
PO4 . . . . . . . . . .
O2 . . . . . . . . . .
sst . . . . . . . . . .
Fe . . . . . . . . . .
PP . . . . . . . . . .
vgosa . . . . . . . . . .
vgos . . . . . . . . . .
sla . . . . . . . . . .
ugosa . . . . . . . . . .
ugos . . . . . . . . . .
wind_stress . . . . . . . . . .
eastward_wind . . . . . . . . . .
surface_downward_eastward_stress . . . . . . . . . .
wind_speed . . . . . . . . . .
surface_downward_northward_stress . . . . . . . . . .
northward_wind . . . . . . . . . .
sss . . . . . . . . . .
Beta coefficients
pro1-diam pro1-chl pro1-pe pico1_-diam pico1_-chl pico1_-pe pico2_1-diam pico2_1-chl pico2_1-pe pico2_2-diam pico2_2-chl pico2_2-pe croco-diam croco-chl croco-pe bead-diam bead-chl bead-pe rest1_1-diam rest1_1-chl rest1_1-pe rest1_2-diam rest1_2-chl rest1_2-pe rest2_-diam rest2_-chl rest2_-pe bg-diam bg-chl bg-pe
intp 0.847 2.265 0.727 4.961 5.973 1.133 6.588 7.073 1.702 5.855 6.79 1.434 5.722 7.008 5.576 6.563 4.736 5.788 6.554 2.967 2.246 5.837 3.035 1.733 2.777 1.836 0.779 3.485 2.888 2.905
AOU_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
density_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
o2sat_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
oxygen_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
salinity_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
conductivity_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
nitrate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
phosphate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
silicate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sss_cruise -0.143 . . . . . -0.081 . . . . . . . 0.473 . . . . . . . . . . . . . . .
sst_cruise . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
par 0.011 -0.099 . . -0.019 0.002 0.005 0.003 0.1 0.037 -0.037 0.123 . 0.013 0.037 . . -0.019 -0.001 -0.079 . -0.024 -0.14 -0.025 . . 0.004 -0.077 -0.077 -0.052
par_3 0.127 . 0.005 0.078 -0.072 . 0.034 . 0.036 0.099 -0.084 0 0.173 -0.139 0.139 . -0.006 -0.002 . . -0.023 . . . . 0.004 0.02 -0.127 0.077 -0.046
par_6 0.07 0.002 0 0.133 . 0.019 0.01 -0.043 . 0.097 -0.038 0.039 0.114 -0.109 . . . . 0.001 . . 0.004 0.068 . -0.146 . . . 0.055 .
par_9 0.142 0.04 . 0.136 0.028 0.001 0.021 0.022 . 0.049 0.005 -0.041 0.097 -0.033 -0.265 0.012 . -0.022 -0.001 -0.028 . . 0.113 0.021 . -0.008 -0.004 . . .
par_12 -0.033 . 0.005 . -0.005 -0.003 0.028 -0.031 0.072 0.118 -0.081 0.043 0.224 -0.096 . . . . -0.004 . . -0.033 . . . . . 0.027 -0.028 .
Si . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
NO3 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
CHL . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PHYC . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PO4 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
O2 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sst . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
Fe 0.168 0.012 . . . . -0.002 0.003 -0.03 -0.013 -0.005 -0.118 0.196 0.029 -0.02 0.001 . . . 0.053 . -0.006 0.053 . 0.14 . . -0.03 . -0.146
PP . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
vgosa . . . . . . . . -0.044 -0.077 . . . . . . . . . . . . . . . . . . . .
vgos . . . . . . . . . . . -0.08 . . . . . . . . . . . . . . . . . .
sla . . . . . -0.012 . -0.019 . 0 . . 0.043 -0.042 0.096 . . . . . . . . . . . . 0.031 . 0.209
ugosa 0.077 . . -0.006 -0.06 . 0.006 . . . . . 0.105 -0.006 . . . . . . . . . -0.007 0.106 . . . . .
ugos . 0.075 0.005 . . . . . . . -0.069 . . . . . -0.004 . -0.002 0.024 . -0.114 . . 0.067 . 0.002 . . .
wind_stress 0.41 0.154 0.021 -0.43 -0.376 -0.15 . -0.006 -0.029 . -0.232 -0.282 0.64 . . . . . -0.013 -0.002 -0.204 -0.338 . -0.065 1.242 0.107 0.047 . 0.183 .
eastward_wind . . . . . . . . . 0.311 . 0.144 -0.009 . . . . . . . . . . . . . . . . .
surface_downward_eastward_stress . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
wind_speed . . . -0.066 . . . . -0.094 -0.038 . . . 0.134 . . . . . -0.063 . . . . . . . 0.378 . 0.061
surface_downward_northward_stress . . . . 0.028 . 0.002 . . . . . . . . . . . 0.009 . . . . . . . -0.046 . . .
northward_wind 0.195 . . . . . . . . -0.024 . -0.14 0.332 . . . . . . . . . . . . . . . . .
sss . . . . . . . 0.067 . . 0.127 0.016 -0.136 . . . . . . . . . . . . . . . . .

Tables KOK1609

Alpha coefficients
pro1 syn pico1_ pico2_1 croco rest1_1 rest1_2 rest2_ bg1 bg2
AOU_WOA_clim . . . . . . . . . .
density_WOA_clim . . . . . . . . . .
o2sat_WOA_clim . . . . . . . . . .
oxygen_WOA_clim . . . . . . . . . .
salinity_WOA_clim . . . . . . . . . .
conductivity_WOA_clim . . . . -6.874 . . . . .
nitrate_WOA_clim 12.341 . -1.674 -6.694 . 2.595 . . . .
phosphate_WOA_clim . . . . . . . . . .
silicate_WOA_clim . . . . . . . . . .
sss_cruise 4.08 -1.46 . . . . . . . -0.354
sst_cruise . . . 0.366 . -0.245 . . . .
par 0.043 . . 0.052 0.074 -0.049 -0.09 -0.04 . .
par_3 0.146 . . 0.478 0.69 . . -0.018 . .
par_6 0.122 . 0.088 . . -0.019 . -0.066 -0.033 .
par_9 0.103 . . 0.215 0.174 -0.006 . -0.01 -0.002 .
par_12 -0.038 . . 0.226 0.255 . . . . .
Si -0.368 . . . . . . . . .
NO3 . . . . . . . . . .
CHL -20.898 -10.723 2.333 . 55.727 . . . . .
PHYC . . . . . . . . . .
PO4 . . 0.403 . -0.129 . . . . .
O2 . . . . . . . . . .
sst . . . . . . . . . .
Fe . . . . . . . . . .
PP . . . . . . . . . .
vgosa . . . 0.086 . . . . . .
vgos . . . . . . . . . .
sla . . . . . . . . . .
ugosa 0.015 . -0.231 0.53 . -0.009 . . . .
ugos 0.291 . . . . . 0.088 . . .
wind_stress . 0.266 . . 0.211 . . . . .
eastward_wind . . . . . . 0.049 . . .
surface_downward_eastward_stress . . . . . . . . . .
wind_speed -0.317 . . . . . . . . .
surface_downward_northward_stress -0.017 . 0.02 -0.089 . . . . . .
northward_wind 0 . . . 0.16 . . . . .
sss 0.282 . . . . . . . . .
Beta coefficients
pro1-diam pro1-chl pro1-pe syn-diam syn-chl syn-pe pico1_-diam pico1_-chl pico1_-pe pico2_1-diam pico2_1-chl pico2_1-pe croco-diam croco-chl croco-pe rest1_1-diam rest1_1-chl rest1_1-pe rest1_2-diam rest1_2-chl rest1_2-pe rest2_-diam rest2_-chl rest2_-pe bg1-diam bg1-chl bg1-pe bg2-diam bg2-chl bg2-pe
intp 0.954 2.324 0.713 2.666 3.205 2.887 5.202 6.48 1.217 6.352 7.017 1.563 5.627 6.937 5.763 6.19 2.512 1.708 6.511 4.992 4.311 3.448 1.982 0.974 4.93 3.324 4.287 3.667 4.744 2.24
AOU_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
density_WOA_clim . . . . . . . . . . . . 0.005 -0.024 . . . . . . . . . . . . . . . .
o2sat_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
oxygen_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
salinity_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
conductivity_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
nitrate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
phosphate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
silicate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sss_cruise . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sst_cruise . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
par 0.077 -0.062 . . . . . . 0.051 . -0.001 0.074 . . 0.072 . -0.027 . . . . . . . . . . . . .
par_3 0.055 -0.032 . . . . 0.029 -0.141 . . -0.067 . 0.172 -0.194 0.058 . . . . . . . . . . . . . . .
par_6 0.153 . . . . . 0.106 -0.031 . 0.034 -0.03 -0.015 0.116 -0.086 . . . . . . . . . . . . . . . .
par_9 0.089 . . . . . 0.049 -0.052 -0.022 0.011 -0.033 -0.011 0.13 -0.072 -0.258 . . . . . . . . . . . . . . .
par_12 -0.028 . . . . . . -0.023 . 0.004 -0.052 . 0.2 -0.084 . . . . . . . . . . . . . . . .
Si . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
NO3 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
CHL . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PHYC . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PO4 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
O2 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sst . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
Fe -0.017 . . . . . . . . 0.005 0.014 . . . -0.033 . . . . . . . . . . . . . . .
PP . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
vgosa . . . . . . . . . . . . . 0.026 . . . . . . . . . . . . . . . .
vgos . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sla . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
ugosa . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
ugos . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
wind_stress . . . . . . . . . . -0.006 . . . . . . . . . . . . . . . . . . .
eastward_wind . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
surface_downward_eastward_stress . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
wind_speed . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
surface_downward_northward_stress . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
northward_wind . . . . . . . . . . -0.022 . . -0.097 0.002 . . . . . . . . . . . . . . .
sss . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .

Tables MGL1704

Alpha coefficients
pro1 syn pico1_ pico2_1 pico3_ rest1_1 rest1_2 rest2_ bg1 bg2
AOU_WOA_clim . 0.02 0.014 -0.004 -0.036 . -0.063 -0.146 0.021 0.028
density_WOA_clim . . 3.787 . -0.64 0.107 . . 0.023 -0.507
o2sat_WOA_clim -0.083 . -1.972 0.493 0.97 . . 0.342 -0.132 -0.001
oxygen_WOA_clim . . . . . . . 0.034 . .
salinity_WOA_clim 1.516 0.223 . . . . -0.148 -0.023 . -0.915
conductivity_WOA_clim . . . . . . . . . .
nitrate_WOA_clim . -2.264 -0.248 0.455 . . 0.103 0.001 . 0.069
phosphate_WOA_clim -1.835 . . . . . . . . 0.034
silicate_WOA_clim 3.764 -0.157 -2.949 -1.349 -1.298 0.157 0.253 2.224 0.814 -0.28
sss_cruise -0.092 0.044 -0.128 0.001 -0.025 0.137 0.132 0.074 -0.001 -0.015
sst_cruise 1.096 -0.415 -3.745 -0.567 . . 0.032 0.636 . 0.837
par -0.069 0.144 0.101 0.142 -0.073 -0.046 . -0.107 . 0.008
par_3 0.036 -0.032 0.22 0.019 -0.019 -0.087 0.037 0.118 -0.019 -0.087
par_6 0.11 0.047 0.072 -0.002 0.04 0.002 -0.156 -0.16 -0.1 -0.106
par_9 . 0.118 0.31 0.139 -0.209 -0.022 . -0.113 -0.005 0.029
par_12 0.001 0.066 0.018 . . . -0.031 -0.071 . -0.166
Si . 3.82 . 1.393 1.757 -0.226 0.885 -0.703 -1.038 .
NO3 1.088 . . . -0.316 . . . . .
CHL . . -4.739 -3.856 3.746 . -0.005 0.354 2.397 3.836
PHYC -0.782 . 4.619 -0.427 . . . 0.436 . .
PO4 1.082 . -0.782 0.165 -0.37 . -0.512 . 0.001 .
O2 -0.913 . . 0.411 . 0.037 . . 0.006 .
sst . . -1.326 0.554 -0.465 0.012 . 0.81 . -0.017
Fe . -0.055 1.944 0.179 . -0.026 0.214 0.258 -0.129 -0.235
PP . -0.363 . 0.181 -1.081 . -0.237 0.058 0.02 0.258
vgosa . 0.044 0.3 . -0.152 . . -0.079 -0.026 .
vgos -0.029 . . 0.23 0.026 0.009 -0.167 -0.277 . .
sla -0.197 -1.198 0.763 0.017 0.002 -0.148 -0.002 0.122 -0.085 0.031
ugosa . . 0.132 0.533 -0.103 -0.197 -0.132 . . 0.432
ugos -0.067 0.224 -0.667 -0.475 . 0.207 0.215 0.045 . -0.307
wind_stress -0.306 -0.825 0.893 0.006 . -0.01 . 0.16 . .
eastward_wind 0.244 0.089 -0.982 -0.895 . -0.019 -0.073 0.005 0.003 .
surface_downward_eastward_stress -0.249 -0.565 1.275 1.287 . . -0.089 0.409 . 0.028
wind_speed . 0.554 -0.894 -0.086 -0.194 0.054 0.145 -0.041 0.023 .
surface_downward_northward_stress . . . -0.412 -0.216 0.164 0.006 0.115 . -0.151
northward_wind -0.5 -0.374 -0.27 0.543 0.329 0.001 . -0.152 . 0.281
sss -0.212 -0.986 4.581 0.954 0.285 . -0.186 -0.049 . .
Beta coefficients
pro1-diam pro1-chl pro1-pe syn-diam syn-chl syn-pe pico1_-diam pico1_-chl pico1_-pe pico2_1-diam pico2_1-chl pico2_1-pe pico3_-diam pico3_-chl pico3_-pe rest1_1-diam rest1_1-chl rest1_1-pe rest1_2-diam rest1_2-chl rest1_2-pe rest2_-diam rest2_-chl rest2_-pe bg1-diam bg1-chl bg1-pe bg2-diam bg2-chl bg2-pe
intp 1.238 1.192 0.34 2.75 2.692 3.128 5.491 6.073 0.909 6.901 7.229 1.61 5.419 5.596 0.672 7.323 2.609 2.677 7.035 0.837 1.107 2.076 0.572 0.371 4.586 1.886 1.975 6.706 5.914 3.312
AOU_WOA_clim . . -0.003 . -0.198 -0.277 0.056 0.071 . . . . 0.034 . . . -0.002 . . -0.013 . -0.05 -0.046 . . -0.08 -0.024 . -0.141 .
density_WOA_clim -0.04 . . . . . . . . . -0.216 . . . . -0.066 0.018 . . . . 0.142 . . . . . 0.078 . -0.402
o2sat_WOA_clim . 0.167 . 0.059 . . . -0.072 . 0.045 -0.043 . . . -0.038 . . . -0.005 . -0.003 . . . . . . . . .
oxygen_WOA_clim . . . . . . . . . . . . . . . . . . . . . 0.077 . . 0.051 . . . . .
salinity_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
conductivity_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
nitrate_WOA_clim . -0.211 . . . . 0.004 . . -0.16 . . . . . . . . . . 0.042 . . . . . . . . .
phosphate_WOA_clim . . 0.019 . . 0.264 . . . . -0.086 . . . 0.062 . . 0.066 . . 0.074 . . 0.043 0.035 . . . . .
silicate_WOA_clim -0.047 . . . . . . 0.107 . -0.036 0.3 . . . . . . . . . . . . . . . . . . .
sss_cruise -0.002 -0.155 -0.007 -0.025 -0.157 -0.055 0.126 0.055 0.02 . -0.017 -0.014 0.003 -0.148 0.004 -0.013 -0.024 -0.024 0.003 -0.018 . 0.059 -0.015 0.002 -0.006 -0.035 . 0.001 . -0.067
sst_cruise . . . 0.05 . -0.137 . . . 0.07 -0.292 . 0.174 -0.139 . . . . . . . -0.08 . . . . . . . .
par 0.06 -0.067 0 0.002 -0.06 0.032 0.056 -0.053 0.023 0.016 -0.059 0.066 0.024 -0.114 0.014 . . . . . -0.017 . 0.004 0 . . . . . .
par_3 0.02 -0.03 0.001 0.065 . . 0.125 . 0.01 0.038 -0.03 . . . -0.002 . . 0.011 0.009 -0.009 . . 0.009 -0.001 . -0.027 . . . 0.014
par_6 0.091 0.014 0.001 0.022 -0.017 0.001 0.1 0.067 0.027 0.026 -0.055 -0.059 0.028 . . -0.002 . . . -0.001 -0.023 . 0.004 -0.001 . . . . . 0.011
par_9 0.087 . . 0.04 -0.038 . 0.209 0.072 0.01 0.026 -0.046 -0.017 0.066 -0.02 . . . . 0.001 -0.001 . . . -0.001 . . . . -0.005 .
par_12 -0.02 . . . 0.007 . 0.093 . . 0.018 -0.046 -0.02 -0.031 0.005 -0.012 . 0.004 -0.001 . 0.009 . . 0.001 -0.001 . . . . . .
Si . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
NO3 . . . . . . 0.319 . . -0.07 . . . . . . . . . . . . . . . . . . . .
CHL . . . . . . . . . . 0.103 . . . . . . . . . . . . . . . . . . .
PHYC . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PO4 0.025 . 0.002 . . . . . 0.179 . 0.245 . -0.012 0.171 . . . 0.047 0.013 . . . . . . . . . . .
O2 . . . . . . . 0.066 . . . . . . . . . . . . . . . 0.007 . . . . . .
sst -0.236 -0.041 . . -0.057 . . -0.037 0.139 . . 0.299 . . . 0.001 . . 0.048 -0.078 . . -0.024 . . . . . . .
Fe 0.055 . . . 0.336 0.515 0.309 . . . 0.016 . . . 0.032 . . . . -0.017 . . . 0.005 . . . . . 0.024
PP 0.02 . . 0.022 -0.107 -0.187 0.307 -0.137 . 0.073 -0.13 0.086 . -0.127 . 0.015 . 0.008 0.035 -0.048 . . -0.024 . . . . . . .
vgosa -0.033 -0.059 . . -0.051 . 0.112 -0.137 . 0.053 -0.015 0.008 0.09 -0.067 0.001 . . 0.061 . . 0.005 0.174 . 0.005 . . . . . 0.252
vgos . . . . . . . . 0.005 . . . . . . -0.014 . . -0.024 . . . 0.001 . . . . . . .
sla -0.062 -0.048 . 0.203 . . -0.161 . . . . 0.005 . . . . . 0.001 0.025 -0.016 . 0.061 . 0 . . . 0.015 . 0.245
ugosa . . 0.001 . . . . . 0.101 . -0.026 -0.018 0.072 . 0.002 . -0.024 . . . 0.007 . -0.001 0.002 . . . . -0.064 .
ugos 0.012 . . -0.089 0.09 0.183 0.104 0.065 . -0.037 . -0.003 . . . . . . 0 . . . . . . . . 0.039 . .
wind_stress . -0.037 . . -0.375 -0.132 0.203 -0.046 . 0.154 -0.164 0.003 . . 0.032 . . . 0.05 . . . -0.04 -0.002 . . . . . 0.146
eastward_wind 0.057 . 0.009 -0.04 0.007 0.01 -0.254 . 0.074 -0.057 0.102 0.171 -0.021 0.038 0.023 0.001 0.012 . -0.027 . . . 0.005 0.008 . 0.004 0.007 0.032 . -0.01
surface_downward_eastward_stress . -0.031 0.004 . -0.017 . . . . 0.106 0 . . -0.215 . 0.009 . . -0.022 . 0.001 -0.046 -0.017 . . . . . . -0.091
wind_speed -0.021 0.066 0.007 -0.081 0.321 0.144 -0.407 . -0.007 -0.124 0.16 . -0.014 0.15 . 0 . . . 0.016 -0.004 0.175 0.043 0 . 0.032 . 0.015 . .
surface_downward_northward_stress -0.045 . . 0.028 . . 0.084 -0.091 . -0.019 . 0.004 . . 0.025 . . . . -0.003 0.007 0.024 -0.008 0.006 . . . . -0.031 .
northward_wind . . -0.002 . 0.025 . . -0.057 -0.009 0.052 -0.064 . 0.026 -0.002 . . 0.007 . -0.001 . . . -0.003 . . . . . -0.006 -0.076
sss -0.044 0.028 . . . . . -0.035 . . 0.065 . . . . . . . . . . . . . . . -0.193 . . -0.133

Tables KM1708

Alpha coefficients
pro1 pico1_ pico2_1 pico4_ croco bead rest1_1 rest2_ bg1 bg2
AOU_WOA_clim . 0.478 . 1.462 -3.269 . . . . .
density_WOA_clim . . . . . . . . . .
o2sat_WOA_clim . . . . . . . . . .
oxygen_WOA_clim -1.749 . . . 1.841 . . . . .
salinity_WOA_clim . . . . . -0.068 . . . .
conductivity_WOA_clim . . . . . . . -1.208 . .
nitrate_WOA_clim -0.926 1.61 -3.659 . . -0.276 . . 6.278 .
phosphate_WOA_clim 3.748 . 4.721 . . . 0.861 . -1.767 .
silicate_WOA_clim . -0.505 1.58 . . . . . . .
sss_cruise . . 1.303 . -0.8 -0.878 . . . .
sst_cruise 0.865 . 2.377 . -0.428 -0.437 0.137 0.267 -0.388 -0.366
par 0.082 . 0.28 0.002 0.337 . -0.006 -0.005 -0.316 -0.005
par_3 . -0.088 . . 0.203 . 0.031 . 0.003 -0.058
par_6 0.104 -0.019 0.378 . 0.191 . -0.025 . 0 -0.045
par_9 0.123 . 0.026 -0.152 0.289 -0.015 . . . .
par_12 -0.036 . 0.151 -0.024 0.172 0.024 0.001 -0.052 . .
Si . . 5.2 . 23.291 . . . . .
NO3 . . . . . . . . . .
CHL -52.966 -5.787 . . 57.919 . . . . .
PHYC . . . . . . . . . .
PO4 . . . . -9.753 . . . . .
O2 . . . . 2.183 . . . . -0.012
sst 1.884 . . . . . . -0.542 -1.709 0.774
Fe . . . . . . . . . .
PP . . . . . . . . . .
vgosa . -0.005 0.002 . . . 0 . . .
vgos 0.094 -0.014 . . . 0.013 -0.002 . . .
sla . . . . . . -0.058 . . .
ugosa 0.06 -0.007 . . -0.009 . . . . .
ugos 0.042 . 0.074 . . . . . -0.009 0.032
wind_stress 0.206 . . . 0.097 . . . -0.241 .
eastward_wind . 0.151 -0.343 . . . . -0.035 . .
surface_downward_eastward_stress . . . . . . . . . .
wind_speed . . . . . . -0.015 . . .
surface_downward_northward_stress . . . . . 0.178 . -0.18 -0.102 .
northward_wind . . 0.204 . -0.002 . . . . .
sss . . -0.208 0.028 . 0.02 . . -0.416 .
Beta coefficients
pro1-diam pro1-chl pro1-pe pico1_-diam pico1_-chl pico1_-pe pico2_1-diam pico2_1-chl pico2_1-pe pico4_-diam pico4_-chl pico4_-pe croco-diam croco-chl croco-pe bead-diam bead-chl bead-pe rest1_1-diam rest1_1-chl rest1_1-pe rest2_-diam rest2_-chl rest2_-pe bg1-diam bg1-chl bg1-pe bg2-diam bg2-chl bg2-pe
intp 0.46 1.111 0.313 5.265 5.931 0.558 6.934 7.011 1.505 5.128 6.156 1.259 6.358 6.717 5.462 7.294 4.339 5.819 7.077 2.029 1.882 4.245 0.773 0.375 6.795 5.577 3.02 4.115 1.846 2.069
AOU_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
density_WOA_clim 0.002 . . . . . . . . . . . . -0.273 . . . . . . . . . . . . . . . .
o2sat_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
oxygen_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
salinity_WOA_clim . . . . . . . . . . . . -0.46 . . . . . . . . . . . . . . . . .
conductivity_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
nitrate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
phosphate_WOA_clim . . . . . . . . . . . . 0.313 . . . . . . . . . . . . . . . . .
silicate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sss_cruise -0.368 -0.317 -0.025 . . . 0.114 -0.115 0.096 . . . 0.207 0.386 . . . . . . . . . . . . . . . .
sst_cruise 0.716 0.102 0 . . . . . -0.015 . . . 1.2 -0.299 . . . . . . . . . . . . . . . .
par 0.093 -0.046 0 . -0.105 0.043 0.032 -0.012 0.095 . . 0.04 0.102 -0.068 -0.068 . . . 0.015 . . . . 0.005 0.07 0.03 0.07 . . .
par_3 0.023 -0.031 0.001 0.075 -0.091 0.001 . -0.122 . . -0.006 . 0.075 -0.198 0.031 0.005 0.009 . 0.01 -0.027 0.004 . . . . . . -0.014 -0.036 0.011
par_6 0.1 0.007 0.002 0.098 . 0.011 0.095 0.054 -0.019 . . . 0.176 -0.018 . 0.037 . . . -0.015 . 0.021 -0.005 . . . -0.005 . . .
par_9 0.108 0.021 . 0.159 . . -0.034 -0.121 -0.042 . . -0.03 0.125 -0.193 -0.346 . . -0.017 -0.018 . . . . . -0.017 -0.119 . . . .
par_12 -0.034 . . . -0.05 -0.003 0.094 -0.025 0.016 . . . 0.199 -0.114 -0.132 . -0.03 -0.004 0.007 0.071 0.101 . . . . . . . . -0.035
Si . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
NO3 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
CHL . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PHYC . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PO4 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
O2 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sst -0.058 . . . . . . . . . . . -0.572 . 0.031 . . . . . . . . . . . . . . .
Fe -0.002 . -0.001 -0.012 -0.009 -0.002 . 0.029 0 . . . -0.168 0.036 0.089 . -0.034 -0.03 0.002 0.007 . -0.015 . . -0.01 -0.046 -0.043 0.025 0.002 -0.001
PP . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
vgosa . . . . 0.011 . 0.001 0.024 . . . . 0.039 . -0.017 -0.003 . . . . . . -0.002 . . . . . . .
vgos 0.037 0.027 0.001 . 0.012 . 0.002 . . . . . . 0.035 -0.031 . . . . . . . . . . . . . . .
sla -0.014 . . . . . . . -0.022 . . . -0.173 . 0.314 . . . . . . . . . . . . . . .
ugosa . 0.005 . . . . . -0.007 . . . . . 0.08 . . . -0.007 . . . . . . . . . . . .
ugos 0.021 . . . -0.002 . 0.002 . . . . . 0.079 . 0.022 . . . 0.034 . . . 0 . . . . . . .
wind_stress . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
eastward_wind . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
surface_downward_eastward_stress . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
wind_speed -0.102 -0.027 -0.003 . . . 0.031 0.029 0.067 . . . -0.243 0.024 0.14 . . . . . . . . . . . . . . .
surface_downward_northward_stress . . . . . . . . . . . . -0.016 0.339 0.211 . . . . . . . . . . . . . . .
northward_wind 0.038 . . . . . . 0.086 -0.048 . . . . . . . . . . . . . . 0.008 . . . . . .
sss . . . . . . -0.005 . . . . . -0.843 0.32 0.094 . . . . . . . . . . . . . . .

Tables KM1709

Alpha coefficients
pro1 pico1_ pico2_1 pico2_2 croco rest1_1 rest1_2 rest2_ bg1 bg2
AOU_WOA_clim 0 . . 0.181 . . . . . -0.037
density_WOA_clim . . . . . . . . . .
o2sat_WOA_clim . . . -0.016 -0.469 . . . . 0.074
oxygen_WOA_clim 3.603 . -0.223 -0.213 -8.966 -1.723 . 1.398 1.284 1.212
salinity_WOA_clim . . 0.36 . -5.864 . . . . .
conductivity_WOA_clim 2.564 -3.508 -4.376 . 1.307 . -0.034 0.761 . .
nitrate_WOA_clim -15.132 . . . . . . . . .
phosphate_WOA_clim 1.554 . . . 0.03 . -0.153 0.39 . .
silicate_WOA_clim 9.673 . -5.835 -8.952 . -1.336 . . . 0.164
sss_cruise 0.061 -0.089 -0.534 0.526 -3.553 -0.073 0.253 0.163 . .
sst_cruise -1.795 . -0.035 6.133 5.518 0.843 1.61 . -1.253 .
par 0.016 . 0.191 . 0.895 -0.192 . -0.012 . -0.183
par_3 0.016 -0.327 0.193 0.028 0.189 -0.018 -0.099 0.023 -0.016 -0.143
par_6 0.01 -0.019 0.063 0.178 0.111 -0.036 -0.01 0.035 -0.076 -0.185
par_9 0.07 -0.124 0.165 0.036 0.269 0.005 -0.009 -0.026 -0.005 -0.1
par_12 -0.044 . 0.043 0.068 0.863 -0.001 -0.073 -0.025 . .
Si -0.729 -1.97 . 10.346 -10.855 2.139 . . . .
NO3 . . . . . . . . . .
CHL -23.362 . 18.912 0.444 -198.141 -3.452 . 49.909 18.758 .
PHYC -104.529 13.21 6.843 -22.145 95.391 . 3.935 -61.373 -9.086 .
PO4 . . 0.761 -0.072 . . . 1.311 . .
O2 -0.034 10.15 11.767 -6.625 -4.438 . 8.033 -4.097 . 2.55
sst 1.819 -0.157 . -8.375 . -2.296 -0.667 2.218 1.597 .
Fe -1.897 1.382 2.059 . . . 0.938 . . .
PP 64.203 . . . -33.341 . . . . .
vgosa . 0 -0.011 -0.025 0.105 0.088 . -0.02 -0.017 .
vgos -0.096 0.025 . . . . 0.022 -0.02 -0.011 0.016
sla -0.048 . . . 0.619 0.005 -0.002 . . -0.08
ugosa -0.053 . . . 0.16 0.025 . -0.009 -0.004 .
ugos . . 0.05 . -0.081 0.038 0.013 . 0 .
wind_stress . . . 0.015 . -0.049 . . . .
eastward_wind 2.622 -0.247 -1.337 . . . -0.001 0.243 0.151 .
surface_downward_eastward_stress 0.526 . 1.305 . -4.217 . . . . -0.064
wind_speed 1.607 . . . -2.304 . . . . .
surface_downward_northward_stress 1.252 . -0.588 -0.191 -0.333 0.053 . 0.43 . .
northward_wind -0.558 . 0.432 . . . 0.053 -0.357 -0.044 .
sss -0.698 -0.937 0.493 -0.51 2.988 . . 0.464 0.415 .
Beta coefficients
pro1-diam pro1-chl pro1-pe pico1_-diam pico1_-chl pico1_-pe pico2_1-diam pico2_1-chl pico2_1-pe pico2_2-diam pico2_2-chl pico2_2-pe croco-diam croco-chl croco-pe rest1_1-diam rest1_1-chl rest1_1-pe rest1_2-diam rest1_2-chl rest1_2-pe rest2_-diam rest2_-chl rest2_-pe bg1-diam bg1-chl bg1-pe bg2-diam bg2-chl bg2-pe
intp 1.242 1.465 0.332 5.522 6.147 0.498 6.667 6.768 1.064 7.425 7.523 1.818 6.965 7.015 5.421 7.102 4.653 3.534 7.051 1.614 1.267 2.495 0.987 0.377 3.341 2.219 2.19 5.104 5.184 0.924
AOU_WOA_clim . . . . . . . . . . . . . 0.025 . . . . . . . . . . . . . . . .
density_WOA_clim 0.075 . -0.008 . . . . -0.409 -0.371 -0.488 -0.163 . . -0.342 -0.323 -0.355 . . -0.462 . . . . . . . . . . .
o2sat_WOA_clim 0.008 -0.202 0.015 0.128 -0.002 . . -0.178 . -0.052 . 0.045 -0.176 -0.393 -0.038 . . . -0.023 . . . -0.033 0.005 0.002 . . . . -0.004
oxygen_WOA_clim . -0.094 . . . . . . . . . . . -0.979 . . . . . . . . . . . . . . . .
salinity_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
conductivity_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
nitrate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
phosphate_WOA_clim -0.621 -0.16 0.018 . . . -0.311 0.275 0.417 0.149 . . -0.793 . 0.19 . . . 0.123 . . . . . . . . . . .
silicate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sss_cruise -0.104 . 0.024 . . . -0.007 0.072 0.015 . . . . -0.044 0.527 . . . . . . . . . . . . . . .
sst_cruise . -0.354 0.019 . . . . . 0.431 0.147 . . . -0.879 0.143 . . . . . 0.01 . -0.051 . . . . . . .
par 0.014 -0.12 0 . -0.053 0.026 0.034 -0.125 0.146 -0.015 0.032 0.161 0.194 -0.105 -0.026 0.033 . 0.301 -0.018 . 0.004 . . . . . 0.011 -0.036 0.015 0.012
par_3 0.127 -0.019 0.001 0.01 -0.182 . 0.081 -0.078 0.003 -0.011 -0.015 . 0.058 -0.09 0.023 -0.021 0.048 -0.001 . -0.021 -0.028 -0.13 0 . -0.009 -0.031 . -0.003 0.011 0.018
par_6 0.114 0.03 0 0.21 . 0.001 0.019 -0.109 -0.068 -0.006 -0.044 -0.041 0.162 -0.152 -0.088 -0.018 0.05 -0.039 0.003 -0.015 . -0.166 . -0.002 . -0.03 -0.003 -0.016 . .
par_9 0.096 0.002 0 0.117 -0.02 . 0.03 -0.035 -0.081 -0.031 -0.009 -0.015 0.19 -0.198 -0.29 -0.021 . -0.07 -0.012 . -0.02 . . 0 -0.002 -0.002 -0.07 . . .
par_12 -0.031 -0.032 0.002 0.025 -0.005 . 0.087 -0.089 0.075 -0.01 -0.041 0.093 0.216 -0.106 -0.238 . -0.027 . -0.012 0.032 0.048 0.024 -0.002 0.001 . -0.017 -0.056 0.012 -0.11 .
Si . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
NO3 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
CHL . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PHYC . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PO4 . . . . . . . . . . . . . -0.297 . . . . . . . . . . . . . . . .
O2 0.719 . -0.046 . . . . -0.448 . . . . 1.272 . . . . . . . . . . . . . . . . .
sst . -0.336 . . . . . . . . . . . . . . . . . . . . . . . . . . . .
Fe . . . . . . . . . . . . 0.449 . 1.021 . . . . . . . . . . . . . . .
PP . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
vgosa -0.083 . . -0.008 0 . -0.034 0.274 . . . . -0.976 -0.002 . . 0.076 . . . . . 0.007 . . . . . . 0.001
vgos 0.117 . -0.003 . . -0.004 0.003 -0.289 -0.038 -0.015 . -0.06 0.988 . -0.042 -0.038 . . -0.008 0.016 -0.005 . . -0.001 0.02 . . . . .
sla -0.02 -0.044 0.003 -0.004 -0.008 0.003 0.005 -0.007 0.018 0.023 -0.004 0.017 0.046 -0.003 0.1 0.028 0.035 0.036 0.033 0.008 0.023 -0.018 . 0.002 . -0.025 -0.038 -0.019 0.008 0.001
ugosa -0.008 0.011 0.009 . -0.015 -0.003 -0.003 . . -0.148 . . 0.039 0.003 -0.01 0 0.009 . . 0.002 -0.001 -0.021 -0.003 . . . . . . -0.003
ugos 0.045 0.004 -0.01 -0.027 . . . -0.008 -0.019 0.156 0.005 -0.009 . 0.008 . . . . 0.007 . . . . 0 -0.004 0.006 . -0.027 . .
wind_stress . -0.314 . . . . -0.011 0.002 . . -0.001 . . 0.179 . . -0.052 . -0.032 . . . . 0.005 . -0.032 . . . .
eastward_wind -0.654 -0.389 0.024 . . . . . 0.053 . . 0.01 -0.551 0.161 . . . . 0.006 . . -0.137 . . . . . . . .
surface_downward_eastward_stress 1.107 . 0.016 . . . . . . . . . 0.834 . . . . . . . . . . . . . . . . .
wind_speed 0.234 . 0.024 -0.03 0.018 0.001 . . . 0.018 . . 0.097 . 0.118 . . 0.011 . . 0.012 . -0.024 . . -0.022 0.004 . . .
surface_downward_northward_stress -0.414 -0.18 0.018 -0.193 . . . 0.124 0.127 0.359 0.197 0.193 -0.91 . 0.139 0.104 0.247 0.266 0.133 -0.03 0.04 -0.114 . . -0.327 . . -0.084 . 0.002
northward_wind 0.26 0.052 . . -0.062 . 0.061 . . -0.189 . . 0.774 0.139 -0.055 . . . . . . . 0.001 0.008 . . -0.012 . . .
sss 0.187 -0.019 0.003 . . . . . . -0.034 -0.006 . -0.118 . 0.414 . . . . . . . -0.022 . . . . . . .

Tables KM1713

Alpha coefficients
pro1 pico1_ pico2_1 pico2_2 croco rest1_1 rest1_2 rest2_ bg rest1_3
AOU_WOA_clim . . 0.079 0.002 . . . . . .
density_WOA_clim -0.27 . . -0.243 . 0.205 . . . .
o2sat_WOA_clim . 0.159 . -0.008 0.628 -0.01 -0.026 0.046 . .
oxygen_WOA_clim . -0.04 . . . 0.981 . -0.374 . .
salinity_WOA_clim . . . . . . . . . -0.002
conductivity_WOA_clim 0.011 . . . . . . . . .
nitrate_WOA_clim . -0.158 0.408 0.478 . -0.758 . . . -0.274
phosphate_WOA_clim . . . . . -0.064 0.222 . 0.202 .
silicate_WOA_clim -0.174 0.129 -0.107 -0.027 . -0.178 0.008 0.11 0.016 .
sss_cruise 0.391 -1.53 . 1.303 . . . -0.44 . -0.238
sst_cruise . . . -0.042 . . . . . .
par 0 0.009 -0.014 0.059 0.276 -0.014 -0.053 . -0.044 .
par_3 . 0.028 -0.117 0.052 0.297 0.114 -0.01 -0.035 -0.037 .
par_6 0.006 . 0.167 0.128 0.067 -0.074 . -0.044 -0.044 -0.016
par_9 0.005 -0.007 0.056 . 0.421 -0.016 . . . .
par_12 -0.003 -0.013 0.047 0.064 0.123 -0.007 0.019 -0.067 0.003 -0.054
Si . 0.52 -0.082 -0.045 . . . 0.064 0.029 -0.131
NO3 . . . . . . . . . .
CHL -0.667 . . 8.201 . . . -3.079 . .
PHYC . . 0.703 . . -0.247 -0.058 . . .
PO4 -0.648 . . . . . . . . .
O2 -0.119 . 0.23 0.136 . . . . . .
sst . . . . 1.708 . . . . .
Fe -0.064 . 0.283 -0.535 . -0.285 0.59 0.4 -0.1 .
PP . 1.891 . -0.848 -0.055 . . 0.522 . 0.115
vgosa . -0.268 0.235 -0.239 . 0 0.105 0.168 . .
vgos . -0.211 . . 0.865 -0.022 . . -0.009 .
sla . 0.891 -0.637 . 0.429 0.237 -0.15 -0.029 . 0.071
ugosa 0.092 0.175 -0.387 0.34 -0.801 -0.076 0.235 -0.156 0.076 -0.199
ugos -0.072 . 0.059 -0.395 1.216 . . . . .
wind_stress . . -0.287 0.44 . 0.381 . -0.328 . 0.155
eastward_wind -0.197 . 0.426 -0.128 . -0.131 0.069 0.228 . -0.119
surface_downward_eastward_stress . 0.097 . . . -0.411 . . . .
wind_speed . -0.125 . -0.422 -0.047 . . 0.219 0.021 .
surface_downward_northward_stress . . -0.062 . . 0.834 0.012 -0.079 -0.127 .
northward_wind . . 0.09 -0.145 -0.975 -1.075 . 0.108 . -0.238
sss . . -0.092 -0.486 . . . 0.268 0.116 .
Beta coefficients
pro1-diam pro1-chl pro1-pe pico1_-diam pico1_-chl pico1_-pe pico2_1-diam pico2_1-chl pico2_1-pe pico2_2-diam pico2_2-chl pico2_2-pe croco-diam croco-chl croco-pe rest1_1-diam rest1_1-chl rest1_1-pe rest1_2-diam rest1_2-chl rest1_2-pe rest2_-diam rest2_-chl rest2_-pe bg-diam bg-chl bg-pe rest1_3-diam rest1_3-chl rest1_3-pe
intp 1.742 2.109 0.393 4.302 5.176 0.484 5.669 6.201 0.788 6.827 7.47 1.267 6.366 7.128 5.728 7.234 1.662 1.286 7.002 4.314 2.904 2.958 1.055 0.399 4.903 2.538 2.646 6.874 1.23 0.638
AOU_WOA_clim . . . -0.103 . -0.01 . -0.005 . . . 0.044 . . . . . . -0.009 0.097 . . -0.043 . 0.02 . -0.245 . -0.028 -0.004
density_WOA_clim 0.359 . . . 1.046 . . 0.006 . -0.432 0.051 -0.096 . . -0.266 . 0.057 . . . . . 0.219 -0.005 0.101 . . -0.046 0.225 0.003
o2sat_WOA_clim -0.015 . -0.007 . 0.121 . . . -0.028 -0.05 -0.027 . 0.13 . -0.024 -0.016 . 0.103 . . 0.041 . . -0.001 . 0.13 . . . .
oxygen_WOA_clim . 0.07 . -0.102 . . . . . 0.262 -0.082 0.176 . -0.009 . 0.151 0.008 -0.568 . . 0.126 . -0.203 . . . . 0.15 . .
salinity_WOA_clim . . . . 0.296 . . . . . . -0.168 . . . . . . . . . . 0.003 . . . . 0.041 . .
conductivity_WOA_clim -0.093 . . . . . 0.63 -0.02 . 0.203 -0.272 . . . . . . . . . . . . . . . . . -0.06 .
nitrate_WOA_clim . 0.432 . -0.076 -0.293 -0.049 . -0.588 0.007 0.144 -0.152 0.108 . -0.005 0.073 -0.015 0.029 0.22 . . 0.004 0.021 0.106 -0.016 -0.178 . 0.037 -0.02 0.074 .
phosphate_WOA_clim -0.057 . . 0.016 -0.196 0.028 0.228 0.439 0.028 . 0.129 -0.072 . . . -0.04 -0.293 0.048 0.039 -0.008 . -0.09 -0.2 0.011 . -0.198 . 0.022 -0.264 0.009
silicate_WOA_clim 0.147 -0.012 0.006 0.054 0.061 0.004 0.09 . 0.011 0.001 -0.066 -0.06 -0.254 -0.012 0.011 -0.008 -0.048 0.084 0.004 -0.024 -0.02 -0.013 0.022 -0.003 0.061 -0.03 0.043 -0.001 -0.018 0
sss_cruise . 0.083 0.003 0.601 -1.639 0.008 0.968 . 0.116 0.111 -0.04 0.147 . . . . -0.055 . . . . 0.092 -0.14 0.028 . . . 0.014 -0.197 0.042
sst_cruise . . -0.004 -0.178 1.04 . -0.981 0.251 -0.048 -0.322 -0.347 . -0.047 . 0.334 0.086 0.136 -0.298 . -0.453 . . . -0.002 . . -0.582 . . -0.015
par 0.063 -0.067 . -0.017 -0.084 0.007 . -0.056 0.036 0.01 -0.031 0.078 0.1 . -0.038 -0.005 -0.005 -0.012 0.005 -0.058 -0.006 0.012 -0.012 -0.001 . . 0 0 -0.016 -0.001
par_3 0.043 -0.01 0.002 0.034 -0.013 0.007 0.062 -0.079 0.005 -0.002 -0.046 -0.002 0.079 -0.15 0.013 0.015 0.001 -0.049 . -0.007 -0.019 0.006 0 0.002 0.003 -0.044 . 0.003 0.012 -0.003
par_6 0.08 . 0.002 0.041 -0.037 0.002 0.116 -0.079 0.006 0.028 -0.032 -0.018 0.122 . -0.072 -0.011 -0.014 0.021 -0.005 0.008 . 0.031 -0.018 . . -0.024 0.004 . -0.023 0
par_9 0.065 0.001 0.001 0.059 . 0.006 0.055 0.017 -0.001 -0.004 -0.026 -0.004 0.082 -0.158 -0.118 0 0.002 -0.004 . . . 0.018 0.012 0 . . . . 0.015 -0.003
par_12 0.007 -0.014 . 0.002 0.023 -0.003 0.024 -0.04 0.001 0.009 -0.011 0.01 0.15 -0.045 -0.148 -0.001 0.003 . -0.002 -0.008 0.023 0.005 -0.021 0.002 -0.05 -0.02 -0.027 -0.001 -0.019 0
Si 0.066 . 0.017 -0.556 1.248 . . 0.407 -0.009 -0.169 -0.118 -0.031 -0.02 . . . 0.301 -0.115 . . 0.182 0.273 0.186 0.031 . 0.225 -0.279 0.03 0.205 .
NO3 -0.357 . . . . . . . . . . . . . . -0.01 . . . . . . . . . . . . . .
CHL . . . . -0.819 . . . . 0.666 -0.447 . . . . . . . . . . . -2.747 . . . . . -1.652 .
PHYC . . . . . . . . . . 0.178 . . . . . . . . . . . . . . . . . . .
PO4 . -0.109 . 0.933 -1.208 0.079 . 0.316 0 . -0.017 . . . . . . . -0.04 . . . . 0.004 0.057 . . 0 -0.058 -0.027
O2 0.502 . . . 0.296 . . -0.321 0.013 . -0.433 -0.136 . . . . . . -0.208 . . . . . . . 0.024 . . 0.029
sst 0.237 . . . 0.164 . . . . . . -0.235 . . . . . . -0.205 . . 0.192 0.12 . . 0.02 -0.011 0.135 0.227 -0.02
Fe 0.402 0.25 . -0.52 1.123 . 0.04 . . -0.106 -0.031 -0.157 . . -0.027 -0.014 0.018 . . . . . 0.346 . 0.087 0.011 . 0.004 0.221 -0.01
PP -0.002 -0.009 -0.001 -0.095 0.854 . -0.203 0.048 -0.017 -0.08 0.057 -0.023 . -0.233 0.193 -0.013 . 0.002 0.007 -0.148 -0.199 . 0.252 -0.002 0.032 . -0.107 -0.046 0.14 .
vgosa . -0.072 -0.001 -0.402 0.046 -0.01 . 0.262 -0.018 -0.039 -0.05 -0.013 0.009 . . -0.016 . 0.036 -0.005 . . -0.009 0.074 . 0.004 . . -0.006 . .
vgos -0.06 . . 0.291 . . . . . -0.001 . . . . . . 0.034 . . . . . . 0.004 . 0.025 0 . 0.037 .
sla . -0.002 0.003 0.168 . 0.015 -0.032 -0.372 . -0.043 -0.061 -0.037 0.082 0.1 . 0.008 0.069 -0.003 . -0.036 0.019 -0.073 -0.037 -0.01 . -0.018 . 0.021 0.017 0.005
ugosa . . -0.003 0.096 -0.217 0.06 . -0.033 0.089 -0.056 0.027 0.006 -0.014 -0.13 . . . 0.001 0.007 . 0.077 . . 0.003 . . . . 0.003 0.009
ugos -0.012 -0.019 . . 0.169 . 0.145 . 0.01 0.039 -0.1 -0.05 . 0.111 . 0.024 -0.087 . . . . . -0.006 . . -0.099 . . . .
wind_stress 0.132 0.193 0.025 0.025 -0.414 0.013 . -0.36 0.1 . 0.048 0.085 . . . 0.058 -0.037 -0.017 . . . 0 -0.272 0.004 0.064 -0.064 0.071 0.053 . 0.017
eastward_wind 0.093 -0.03 . 0.257 . -0.02 0.004 0.178 -0.051 -0.047 . -0.427 . . -0.031 -0.025 0.102 0.115 -0.01 . -0.253 -0.026 0.236 0.011 0.035 0.179 . . . 0.013
surface_downward_eastward_stress . . -0.003 -0.196 0.365 . . . . 0.093 -0.042 0.437 . . . . . . . . . . -0.192 -0.024 . . . 0.007 -0.02 -0.021
wind_speed . . . . 0.137 . 0.047 0.262 -0.074 -0.028 -0.003 -0.108 -0.072 -0.039 0.028 -0.049 . . -0.009 0.098 0.081 -0.059 0.286 . . . -0.048 -0.048 0.057 .
surface_downward_northward_stress -0.039 0.011 . 0.081 . 0.008 0.192 -0.562 0.144 0.118 . 0.082 . . . 0.064 -0.007 -0.112 0.047 0.1 -0.157 . -0.37 . 0.145 -0.514 . 0.092 -0.255 .
northward_wind -0.021 0.11 -0.011 -0.002 0.174 -0.011 -0.129 0.461 -0.132 -0.097 -0.001 -0.139 . -0.036 0.103 -0.057 0.004 0.109 -0.023 . . -0.081 0.351 -0.008 -0.191 0.445 . -0.053 0.225 -0.006
sss -0.115 . -0.005 0.269 0.566 0.017 -0.225 0.096 -0.059 -0.023 . . -0.151 -0.152 . -0.023 0.094 -0.02 . . -0.03 . 0.027 -0.022 -0.005 0.1 -0.001 -0.026 0.034 -0.014

Tables KM1717

Alpha coefficients
pro1 syn pico1_ pico2_1 pico3_ croco rest1_1 rest1_2 rest2_ bg2
AOU_WOA_clim . . . . . . . . . .
density_WOA_clim . . . . . . . . . .
o2sat_WOA_clim . . . . . . . . . .
oxygen_WOA_clim . . . . . . . . . .
salinity_WOA_clim . . . . . . . . . .
conductivity_WOA_clim . . . . . . . . . .
nitrate_WOA_clim . . . . . . . . . .
phosphate_WOA_clim . . . . . . . . . .
silicate_WOA_clim . . . . . . . . . .
sss_cruise . . . . . . . . . .
sst_cruise . . . . . . . . . .
par . . . . . . . . . .
par_3 . . . . . . . . . .
par_6 . . . . . . . . . .
par_9 . . . . . . . . . .
par_12 . . . . . . . . . .
Si . . . . . . . . . .
NO3 . . . . . . . . . .
CHL . . . . . . . . . .
PHYC . . . . . . . . . .
PO4 . . . . . . . . . .
O2 . . . . . . . . . .
sst . . . . . . . . . .
Fe . . . . . . . . . .
PP . . . . . . . . . .
vgosa . . . . . . . . . .
vgos . . . . . . . . . .
sla . . . . . . . . . .
ugosa . . . . . . . . . .
ugos . . . . . . . . . .
wind_stress . . . . . . . . . .
eastward_wind . . . . . . . . . .
surface_downward_eastward_stress . . . . . . . . . .
wind_speed . . . . . . . . . .
surface_downward_northward_stress . . . . . . . . . .
northward_wind . . . . . . . . . .
sss . . . . . . . . . .
Beta coefficients
pro1-diam pro1-chl pro1-pe syn-diam syn-chl syn-pe pico1_-diam pico1_-chl pico1_-pe pico2_1-diam pico2_1-chl pico2_1-pe pico3_-diam pico3_-chl pico3_-pe croco-diam croco-chl croco-pe rest1_1-diam rest1_1-chl rest1_1-pe rest1_2-diam rest1_2-chl rest1_2-pe rest2_-diam rest2_-chl rest2_-pe bg2-diam bg2-chl bg2-pe
intp 1.164 1.812 0.423 2.733 3.301 3.554 6.19 6.777 0.747 6.722 7.153 1.49 5.439 5.776 1.046 6.442 7.182 6.583 6.801 3.826 3.311 6.646 1.509 1.113 2.574 1.183 0.512 4.641 2.248 2.784
AOU_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
density_WOA_clim . . . 0.013 . . . . 0.012 -0.163 -0.229 0.071 0.036 . . . -0.334 . -0.026 . 0.039 . . . . . . . . .
o2sat_WOA_clim -0.097 . -0.01 . . . . . . . -0.039 0.136 . . . -0.564 . 0.012 . . . . . . . . -0.004 . . .
oxygen_WOA_clim . . . . . . . . . -0.039 . . . . . . . . . . . . . . . . . . . .
salinity_WOA_clim -0.03 . . . . . . . . -0.036 . . . . . -1.209 . . . . . . . . . . . . . .
conductivity_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
nitrate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
phosphate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
silicate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sss_cruise . 0.648 . . . . -0.023 0.576 . . . -0.065 . . . 0.303 0.353 1.212 . . . . 0.111 . -0.109 . . . . .
sst_cruise -0.003 -0.429 0.009 . . . 0.011 . . 0.161 . 0.288 . . . 0.933 -0.665 -0.618 . . . . -0.117 -0.035 0.358 -0.007 . . . .
par 0.106 -0.042 -0.004 0.004 0.039 0.076 . -0.046 0.032 -0.048 -0.006 0.041 . 0.062 0.001 0.038 -0.112 -0.125 -0.019 -0.004 0.099 -0.033 . -0.004 -0.175 . . . . .
par_3 0.111 -0.009 0 0.087 -0.074 . 0.145 -0.105 . 0.127 -0.086 -0.003 0.06 . 0.023 0.175 -0.065 0.052 0.034 . 0.067 0.036 -0.029 -0.039 0.09 -0.013 0 0.002 -0.013 0.024
par_6 0.203 . -0.002 0.123 . -0.074 0.075 -0.103 -0.027 0.046 -0.026 -0.068 0.137 -0.038 -0.011 0.196 -0.165 -0.215 0.03 0.076 . 0.011 -0.001 0.011 -0.018 . . . . .
par_9 0.105 0.082 0.004 . . 0.064 0.069 0.003 . 0.049 -0.04 -0.002 . . . 0.142 -0.004 -0.015 0.006 . 0.013 0.03 -0.01 -0.018 . . 0.002 . . .
par_12 -0.028 -0.095 . 0.023 -0.022 -0.038 0.026 -0.091 -0.009 -0.019 -0.092 -0.019 . 0 . 0.157 -0.137 -0.169 -0.011 0.011 -0.008 -0.05 0.022 0.011 -0.072 . 0.004 -0.01 . -0.008
Si . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
NO3 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
CHL . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PHYC . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PO4 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
O2 . . . . . . . . . . . . . . . . -0.216 . . . . . . . . . . . . .
sst . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
Fe -0.013 0.032 -0.004 -0.04 . . -0.026 . . -0.054 . 0.01 -0.005 0.019 . -0.077 . 0.044 -0.043 . . -0.028 0.004 . -0.035 . . . . -0.007
PP . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
vgosa -0.082 . -0.002 . . . . . . -0.034 . . . . . -0.36 . 0.096 . . . . . . . . . . . .
vgos . -0.014 . . . . . -0.147 0.011 . -0.074 0.083 . . . . -0.105 . -0.06 . . . . . . . . 0.001 . .
sla -0.209 . . . . . . . . -0.041 . . . . . -1.079 0.01 . . . . . . . . . . . . .
ugosa 0.039 . 0.01 . . . . . . . -0.004 -0.008 . . . 0.194 0.02 -0.138 . . . . . . . . 0.002 0.03 . .
ugos . . . . . . . -0.052 . 0.08 . . . . . -0.116 . 0.053 . . . 0.008 -0.013 -0.052 . . . . . .
wind_stress . . 0.017 . . . -0.055 . 0.042 . -0.005 . . . . . . . -0.354 . . -0.188 . . -0.138 . . . . .
eastward_wind . . . . . . . . . . . . . . . 0.103 . . . . . . . . . . . . . .
surface_downward_eastward_stress 0.212 . . . . . . . . 0.646 0.152 . . . . 0.44 . . 0.054 . . . . . . . -0.004 . . .
wind_speed 0.012 . . . . . . -0.02 . 0.181 -0.042 0.163 . . . . -0.142 -0.011 0.209 . . . -0.071 -0.087 0.026 . 0.003 . . .
surface_downward_northward_stress 0.176 . . . . . 0.106 . . 0.162 . . . . . 0.683 . . . . . . . . 0.023 . . . . .
northward_wind . 0.06 -0.003 0.032 . . . . -0.104 0.141 0.16 -0.289 . . -0.096 . 0.157 . 0.311 . . 0.186 . . 1.241 . . 0.051 . .
sss . . . . . . . . . . . . . . . . 0.178 . . . . . . . . . . . . .

Tables KOK1801

Alpha coefficients
pro1 pico1_ pico2_1 pico2_2 bead rest1_1 rest1_2 rest2_ bg1 bg2
AOU_WOA_clim . . . . . . . . . .
density_WOA_clim . . . . . . . . . .
o2sat_WOA_clim . . . . . . . . . .
oxygen_WOA_clim . . . . . . . . . .
salinity_WOA_clim . . . . . . . . . .
conductivity_WOA_clim . . . . . . . . . .
nitrate_WOA_clim . . . . . . . . . .
phosphate_WOA_clim . . . . . . . . . .
silicate_WOA_clim . . . . . . . . . .
sss_cruise . . . . . . . . . .
sst_cruise . . . . . . . . . .
par . . . . . . . . . .
par_3 . . . . . . . . . .
par_6 . . . . . . . . . .
par_9 . . . . . . . . . .
par_12 . . . . . . . . . .
Si . . . . . . . . . .
NO3 . . . . . . . . . .
CHL . . . . . . . . . .
PHYC . . . . . . . . . .
PO4 . . . . . . . . . .
O2 . . . . . . . . . .
sst . . . . . . . . . .
Fe . . . . . . . . . .
PP . . . . . . . . . .
vgosa . . . . . . . . . .
vgos . . . . . . . . . .
sla . . . . . . . . . .
ugosa . . . . . . . . . .
ugos . . . . . . . . . .
wind_stress . . . . . . . . . .
eastward_wind . . . . . . . . . .
surface_downward_eastward_stress . . . . . . . . . .
wind_speed . . . . . . . . . .
surface_downward_northward_stress . . . . . . . . . .
northward_wind . . . . . . . . . .
sss . . . . . . . . . .
Beta coefficients
pro1-diam pro1-chl pro1-pe pico1_-diam pico1_-chl pico1_-pe pico2_1-diam pico2_1-chl pico2_1-pe pico2_2-diam pico2_2-chl pico2_2-pe bead-diam bead-chl bead-pe rest1_1-diam rest1_1-chl rest1_1-pe rest1_2-diam rest1_2-chl rest1_2-pe rest2_-diam rest2_-chl rest2_-pe bg1-diam bg1-chl bg1-pe bg2-diam bg2-chl bg2-pe
intp 1.018 1.532 0.358 5.665 6.343 0.557 6.922 7.177 1.072 7.24 6.856 1.467 7.341 4.461 5.871 6.912 4.299 3.124 7.203 2.105 1.46 4.106 1.167 0.439 5.688 4.145 1.001 3.236 2.421 2.622
AOU_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
density_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
o2sat_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
oxygen_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
salinity_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
conductivity_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
nitrate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
phosphate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
silicate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sss_cruise . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sst_cruise . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
par . -0.034 . . -0.014 0.047 . . 0.087 . . . . . . . . . . . . . . . . . . . . .
par_3 0.153 . 0.01 0.346 . 0.006 . -0.103 . -0.008 -0.005 . . . . . . . . . . . . . . . . . . .
par_6 0.167 0.062 . 0.179 0.036 . -0.026 . -0.049 -0.008 -0.02 -0.024 . . 0.015 . . . 0.007 . . . . . . . . . 0.013 .
par_9 0.048 . . 0.147 0.057 . . -0.012 . . . . . . . . . . . . . . . . . . . . . .
par_12 . . . . . . 0.028 -0.031 -0.003 . . . . . . . . . . 0.019 . . . . . . . . . .
Si . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
NO3 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
CHL . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PHYC . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PO4 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
O2 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sst . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
Fe -0.058 . 0.006 -0.116 . . . 0.057 -0.03 0.006 . . . . . . . . . . . . . . . . . . . .
PP . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
vgosa . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
vgos . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sla . . . . . . . 0.182 . . . . . . . . . . -0.004 . . . . . . . . . . .
ugosa . -0.019 . . -0.052 . 0.008 -0.033 . . -0.032 . . -0.072 . . . . . -0.025 . . . . . . . . . .
ugos 0.038 . 0.009 0.114 . 0.002 . . . . . . . . . . . . . . . . . 0.008 . . . . -0.025 .
wind_stress . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
eastward_wind . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
surface_downward_eastward_stress . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
wind_speed . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
surface_downward_northward_stress . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
northward_wind . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sss . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .

Tables KM1802

Alpha coefficients
pro1 small syn pico1_ pico2_1 bead rest1_1 rest2_ bg1 bg2
AOU_WOA_clim . . . . . . -0.037 . . .
density_WOA_clim . . . . . . . . . .
o2sat_WOA_clim . -0.115 -0.035 . . . 0.106 . . .
oxygen_WOA_clim . . . . 0.596 . . . . .
salinity_WOA_clim . . . . . . . . . .
conductivity_WOA_clim . . . . . . . . . .
nitrate_WOA_clim . . . . 9.623 . . . . .
phosphate_WOA_clim 0.469 2.783 1.757 . -1.985 . . . . .
silicate_WOA_clim . -0.998 -7.874 . . . 4.041 . . .
sss_cruise 0.216 . . . . -2.654 . 0.122 . -0.021
sst_cruise . 5.868 -1.439 -0.362 -0.47 . 0.161 . . 1.687
par 0.025 -0.052 0.01 -0.028 . 0.03 -0.161 . -0.307 .
par_3 0.098 . . -0.184 0.318 -0.105 . . -0.051 .
par_6 -0.013 0.009 . . 0.002 -0.413 . . . .
par_9 0.061 . . -0.077 0.162 -0.064 . . . .
par_12 . 0.381 . -0.087 0.124 -0.272 -0.023 -0.038 0.117 0.11
Si . 31.616 . -3.073 . . . . . .
NO3 . . . . . . . . . .
CHL -3.813 . . 4.049 . . . 4.936 -6.605 .
PHYC 2.723 . . . -0.081 . . . . .
PO4 . 1.048 . . -14.093 . . . . .
O2 . . -4.655 . -0.786 . 1.009 . . .
sst 0.627 . . . . . . 0.21 . .
Fe . . . . . . -0.066 . . -0.055
PP 6.969 . . . -0.557 . . . . .
vgosa . . . . . . . . . .
vgos . . . . . . . . . .
sla . -1.065 . 0.001 . . -0.24 . . .
ugosa 0.226 . . -0.141 . 0.105 . . . .
ugos . . 0.233 . -0.122 . . . -0.146 .
wind_stress . . 0.061 . . . . . . .
eastward_wind -0.03 . . . . -0.398 . . 0.237 .
surface_downward_eastward_stress . . -0.085 . 0.128 . . . . .
wind_speed . . . . . . . . . -0.034
surface_downward_northward_stress . . . -0.188 0.047 . . . 0.033 0.032
northward_wind 0.332 -0.087 . . . 0.307 -0.028 . . .
sss 0.329 1.484 -0.427 -1.566 . -2.714 . -1.161 . 0.717
Beta coefficients
pro1-diam pro1-chl pro1-pe small-diam small-chl small-pe syn-diam syn-chl syn-pe pico1_-diam pico1_-chl pico1_-pe pico2_1-diam pico2_1-chl pico2_1-pe bead-diam bead-chl bead-pe rest1_1-diam rest1_1-chl rest1_1-pe rest2_-diam rest2_-chl rest2_-pe bg1-diam bg1-chl bg1-pe bg2-diam bg2-chl bg2-pe
intp 0.917 1.838 0.414 1.451 1.564 0.632 2.994 3.491 3.366 5.517 6.416 0.652 6.534 7.383 1.407 7.541 5.214 6.501 7.177 2.781 2.252 3.793 1.117 0.481 5.788 4.218 1.516 4.576 2.541 3.155
AOU_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
density_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
o2sat_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
oxygen_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
salinity_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
conductivity_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
nitrate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
phosphate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
silicate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sss_cruise . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sst_cruise . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
par 0.06 -0.062 -0.009 . . . . . . . . . . . 0.082 . . . . . . . . . . . . . . .
par_3 0.112 . 0.03 . . . . . . . . . 0.04 -0.021 0.06 . . . . . . . . . . . . . . .
par_6 0.127 . 0.011 . . . . . . . . . 0.102 -0.054 . . . . . . . . . . . . . . . .
par_9 0.09 0.01 0.006 . . . . . . . . . 0.036 . . . . . . . . . . . . . . . . .
par_12 0.043 . 0.027 . . . . . . . . . . -0.057 0.037 . . . . . . . . 0.006 . . . . . .
Si . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
NO3 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
CHL . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PHYC . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PO4 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
O2 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sst . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
Fe . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PP . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
vgosa . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
vgos 0.035 -0.028 -0.007 . . 0.015 0.071 . . . -0.094 0 . -0.046 . . . . -0.007 . . . . . . . . . . .
sla . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
ugosa . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
ugos . . -0.005 . . . . . . . . . . . . . . . . . . . . . . . . . . .
wind_stress . 0.029 . . . -0.017 . . . . . -0.009 -0.001 0.026 -0.052 . . -0.004 0.007 . . . . -0.008 . . . . . .
eastward_wind . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
surface_downward_eastward_stress . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
wind_speed . . -0.029 . . . . . . . . . . . . . . . . . . . . . . . . . . .
surface_downward_northward_stress . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
northward_wind . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sss . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .

Tables KOK1803

Alpha coefficients
pro1 pro2 small syn pico1_ pico2_1 bead rest1_1 rest2_ bg1
AOU_WOA_clim . . . . . . . . . .
density_WOA_clim . . . . . . . . . .
o2sat_WOA_clim . . . . . . . . . .
oxygen_WOA_clim . . . . . -3.46 . . . .
salinity_WOA_clim . . . . . . . . . .
conductivity_WOA_clim . . . . . . . . . .
nitrate_WOA_clim . . . . . . . . . .
phosphate_WOA_clim . . . . . . . . . .
silicate_WOA_clim . . . . . . . . . .
sss_cruise . . . . . . . . . .
sst_cruise . . . . . . . . . .
par . . . . . . . . . .
par_3 . . . . . 0.147 . . . .
par_6 . . . . . . . . . .
par_9 . . . . . . . . . .
par_12 . . . . . . . . . .
Si . . . . . . . . . .
NO3 . . . . . . . . . .
CHL . . . . . . . . . .
PHYC . . . . . . . . . .
PO4 . . . . . . . . . .
O2 . . . . . -1.872 . . . .
sst . . . . . . . . . .
Fe . . . . . . . . . .
PP . . . . . . . . . .
vgosa . . . . . . . . . .
vgos . . . . . . . . . .
sla . . . . . . . . . .
ugosa . . . . . -0.047 . . . .
ugos . . . . . . . . . .
wind_stress . . . . . . . . . .
eastward_wind . . . . . . . . . .
surface_downward_eastward_stress . . . . . . . . . .
wind_speed . . . . . . . . . .
surface_downward_northward_stress . . . . . . . . . .
northward_wind . . . . . . . . . .
sss . . . . . . . . . .
Beta coefficients
pro1-diam pro1-chl pro1-pe pro2-diam pro2-chl pro2-pe small-diam small-chl small-pe syn-diam syn-chl syn-pe pico1_-diam pico1_-chl pico1_-pe pico2_1-diam pico2_1-chl pico2_1-pe bead-diam bead-chl bead-pe rest1_1-diam rest1_1-chl rest1_1-pe rest2_-diam rest2_-chl rest2_-pe bg1-diam bg1-chl bg1-pe
intp 1.562 2.062 0.495 1.442 1.824 0.359 1.21 1.039 0.384 3.211 2.713 2.614 5.645 5.888 0.68 7.035 7.161 1.386 7.373 4.444 5.943 7.236 2.562 1.857 3.579 1.075 0.482 4.516 2.289 2.45
AOU_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
density_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
o2sat_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
oxygen_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
salinity_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
conductivity_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
nitrate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
phosphate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
silicate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sss_cruise . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sst_cruise . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
par 0.111 -0.126 . 0.08 -0.131 . . . . . -0.086 . . -0.071 0.006 . -0.137 0.082 . . . . -0.015 . . . 0.004 . . .
par_3 0.018 -0.108 . 0.097 -0.064 . 0.032 . . 0.085 -0.002 . 0.008 -0.095 . . -0.127 . . . . . . . . . 0.001 . . .
par_6 0.177 . . 0.115 . . 0.1 . . 0.08 . . . . . . . -0.05 . . . . . . . . . . . .
par_9 0.052 . . 0.115 . . . . . 0.007 . . . . . 0.022 -0.059 -0.044 . . . -0.012 . . . . . . . .
par_12 -0.004 . . . . . . . . . . . . . . . -0.04 -0.003 . . . -0.053 . . . . . . . .
Si . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
NO3 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
CHL . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PHYC . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PO4 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
O2 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sst . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
Fe . . . -0.034 . . . . . . . . . . . . . . . . . . . . . . . . . .
PP . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
vgosa -0.152 -0.146 . -0.074 -0.059 . . . . . . . . . . . -0.07 0.049 . . . . . . . . . . . .
vgos . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sla . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
ugosa . . . . . . . . . . . . . . . 0.057 . . . . . . . . . . . . . .
ugos . . . 0.015 . . . . . . . . . . . 0.04 . . . . . . . . . . . . . .
wind_stress . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
eastward_wind . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
surface_downward_eastward_stress . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
wind_speed . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
surface_downward_northward_stress . . -0.018 -0.005 . -0.013 . . -0.012 . . . . . . 0.003 -0.018 0.018 . . . . . . . . . . . .
northward_wind . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sss . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .

Tables FK180310-1

Alpha coefficients
pro1 syn pico1_ pico2_1 pico2_2 bead rest1_1 rest1_2 rest2_ bg1
AOU_WOA_clim 0.208 . . 0.002 0.296 . . -0.401 -0.064 .
density_WOA_clim -1.223 . . . . . . . . .
o2sat_WOA_clim -0.003 . . 0 0 . . 0.002 0.001 .
oxygen_WOA_clim -0.032 . . . -0.079 . . 0.237 0.234 .
salinity_WOA_clim -0.255 . 5.309 0.395 . . -1.31 . . .
conductivity_WOA_clim . 5.196 . . 3.578 . -2.083 -6.787 -1.746 -0.522
nitrate_WOA_clim -40.646 . 82.286 -21.145 -11.057 3.189 . . 13.229 14.432
phosphate_WOA_clim . -0.977 . . . -3.324 . 0.126 . 0.241
silicate_WOA_clim 0.124 . . . . . . -3.112 . .
sss_cruise 1.611 -0.694 -0.375 -0.472 1.871 . . 0.302 0.863 -0.463
sst_cruise 0.594 . -0.256 -0.54 -0.406 0.507 . -1.235 0.211 0.311
par 0.067 . -0.273 0.139 0.102 -0.005 -0.055 0.046 . -0.051
par_3 0.035 0.11 -0.112 0.268 0.136 -0.114 . . -0.014 -0.041
par_6 0.061 0.001 -0.167 0.289 . -0.143 . 0.011 . -0.065
par_9 0.041 . -0.106 0.158 0.064 -0.15 0.043 . -0.012 -0.004
par_12 0.056 0.06 . 0.023 0.223 -0.082 -0.007 -0.04 -0.019 .
Si -12.531 . 19.288 -9.29 -15.906 -7.792 . 13.836 3.291 5.602
NO3 . . 22.648 . . . . -136.524 . .
CHL -0.401 -4.804 -0.009 9.915 -6.05 -2.943 2.009 23.723 0.009 0.889
PHYC 0.413 . . -3.961 . -2.225 . . 2.715 .
PO4 16.588 18.972 -1.773 -0.365 24.712 9.083 0.365 -34.455 -2.673 -2.252
O2 4.463 7.138 2.146 -2.578 8.032 0.004 -0.004 -16.107 -2.552 -1.291
sst . 0.083 -0.449 . 0.781 -0.528 0.597 . . -0.78
Fe -0.057 0.159 0.172 -0.028 . -0.138 . -0.04 0.034 0.013
PP . . . . . . . . . .
vgosa 0.018 0.043 0.029 -0.038 -0.005 . . . -0.022 .
vgos . . . . . 0.083 . . . -0.043
sla -0.232 . 0.501 -0.188 -0.122 -0.827 . 0.634 0.138 0.08
ugosa . . -0.07 0.057 . . . 0.038 0.018 .
ugos 0.066 . . . 0.016 . -0.042 . . .
wind_stress -0.086 . . -0.013 -0.087 . 0 . . 0.064
eastward_wind -0.217 . 0.119 -0.247 . -0.003 0.064 0.701 . .
surface_downward_eastward_stress . . . . 0.066 . . . . .
wind_speed -0.004 0.01 . -0.009 . . . 0.344 -0.008 .
surface_downward_northward_stress -0.001 . . -0.088 -0.056 . 0.066 . 0.027 0.009
northward_wind . . -0.015 0 . -0.002 0.013 0.175 . .
sss . . -0.834 -0.26 0.025 0.327 . . . .
Beta coefficients
pro1-diam pro1-chl pro1-pe syn-diam syn-chl syn-pe pico1_-diam pico1_-chl pico1_-pe pico2_1-diam pico2_1-chl pico2_1-pe pico2_2-diam pico2_2-chl pico2_2-pe bead-diam bead-chl bead-pe rest1_1-diam rest1_1-chl rest1_1-pe rest1_2-diam rest1_2-chl rest1_2-pe rest2_-diam rest2_-chl rest2_-pe bg1-diam bg1-chl bg1-pe
intp 1.308 1.637 0.421 2.991 3.164 3.488 5.44 5.958 0.539 6.331 6.817 1.277 7.296 7.322 1.752 7.299 4.563 6.235 7.155 3.216 2.255 6.925 1.282 0.9 3.541 1.073 0.487 4.942 2.948 2.478
AOU_WOA_clim . . . . . . . . . . . . . 0.005 . . 0.01 . . . . 0.002 . . . . . . . .
density_WOA_clim -0.27 . . -0.024 . . . 0.104 . -0.571 0.136 -0.036 0.027 . . . . . . . . . . . . . . . . .
o2sat_WOA_clim 0.136 0.206 . -0.092 . . -0.111 -0.019 -0.019 -0.071 0.074 -0.155 -0.002 . -0.082 . . . 0.015 0.025 -0.092 -0.001 0.009 -0.042 . 0.024 . . -0.044 .
oxygen_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
salinity_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
conductivity_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
nitrate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
phosphate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
silicate_WOA_clim -0.241 -0.387 . . . -0.002 . . 0.006 . . 0.232 . -0.077 0.441 . -0.003 . -0.204 . . . -0.172 0.12 -2.43 . . . . .
sss_cruise 0.001 0.551 . . . . . . . . . 0.128 . . . . . . 0.016 . . . . . . . . . . .
sst_cruise -0.618 -0.216 0.02 . . . -0.26 . . -0.085 0.001 0.683 0.127 . 0.122 . . . . . . . . 0.012 . . . . . .
par 0.086 -0.082 0 0.022 -0.011 0.038 0.067 -0.097 0.013 -0.021 -0.1 0.06 0.003 0.016 0.096 0.001 -0.01 0.015 0.009 -0.102 0 0.001 . 0.018 -0.015 -0.006 0.001 -0.004 0 0.066
par_3 0.106 -0.01 0 0.09 -0.05 . 0.071 -0.096 -0.011 0.056 -0.101 -0.034 0.001 -0.067 -0.013 -0.022 -0.004 -0.012 -0.007 -0.047 -0.012 -0.014 0.008 -0.001 -0.036 0.001 0.002 -0.035 -0.013 0.005
par_6 0.136 -0.01 -0.002 0.07 -0.048 -0.065 0.182 -0.091 -0.002 0.108 -0.004 -0.036 0.02 -0.036 -0.018 0 -0.003 . -0.032 0.029 -0.048 0.001 -0.013 -0.029 . 0.001 -0.002 -0.028 . .
par_9 0.096 0.036 0 0.048 . . 0.09 -0.003 -0.002 0.004 -0.015 -0.052 0.007 -0.044 -0.001 0.002 -0.005 0.007 -0.003 0.022 0.004 . -0.005 0.012 -0.007 0.001 . . . 0
par_12 0.052 -0.009 -0.001 0.02 -0.098 -0.093 0.11 -0.004 -0.001 0.019 -0.105 -0.039 -0.001 -0.041 0.004 -0.008 . . -0.021 -0.005 . -0.007 -0.003 -0.011 -0.009 -0.004 -0.001 . 0.016 -0.053
Si . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
NO3 . . . . -0.056 . . . . . . . . . . . . . . . . . . . . . . . . .
CHL . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PHYC . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PO4 . . . . . . . . . . -0.547 0.4 . -0.155 0.001 . . . . . . . . . . . . . . .
O2 0.276 . . . . . . . . 0.521 . . . . . . . . . . . . . . . . . . . .
sst 0.056 . . . . . . . . . . 0.269 . . . . . . . . . . . . . . . . . .
Fe -0.037 0.092 -0.002 . 0.154 0.176 -0.072 0.029 -0.005 -0.106 0.037 -0.037 -0.025 0.016 -0.049 -0.013 0.003 . -0.012 -0.009 -0.025 -0.006 0.001 . 0.042 0.002 0.001 0.016 0.044 -0.04
PP 0.292 0.067 . 0.019 . . . -0.108 . 0.202 0.005 0.122 0.005 -0.036 0.006 . . -0.008 . . . . -0.084 -0.037 . . -0.016 . . .
vgosa 0.348 0.241 -0.03 0.008 . -0.051 0.011 -0.163 -0.038 0.097 0.015 -0.277 . 0 . . . -0.01 . . . . . . 0.078 . . . . -0.005
vgos -0.361 -0.292 0.032 . -0.047 . . 0.117 0.05 . -0.021 0.33 0 . 0.042 0.003 -0.013 . -0.006 . 0.024 0.007 -0.024 0.014 -0.287 -0.015 0 -0.016 . .
sla 0.097 0.069 0.005 0.055 0.044 0.023 0.169 -0.008 -0.038 -0.035 -0.125 -0.093 . 0.047 -0.172 -0.016 0.009 -0.004 0.022 -0.034 -0.083 -0.024 0.103 -0.016 0.828 0.064 0.008 0.042 0.015 -0.017
ugosa . 0.497 -0.031 . 0.045 0.05 0.01 . . -0.493 0.588 -0.215 . 0.008 0 0 0.01 . . -0.015 . . 0.001 -0.01 0.074 . 0 0.001 . .
ugos 0.041 -0.548 0.037 0.041 . . 0.02 -0.029 0.001 0.593 -0.678 0.255 0.007 . 0.014 . . 0.008 -0.007 . 0.03 0.004 . . . -0.004 . . . 0.001
wind_stress -0.047 0.04 -0.022 -0.074 0.146 0.156 -0.063 0.081 . -0.521 0.034 . -0.052 0.083 -0.039 -0.022 0.03 . -0.005 0.052 . . 0.025 0 0.123 0.001 . 0.117 -0.011 .
eastward_wind -0.172 0.084 -0.011 . . . . . . -0.079 0.181 . -0.052 0.08 . -0.039 . -0.004 . . -0.004 -0.004 . . . 0.005 . . . .
surface_downward_eastward_stress . . . . . . 0.003 -0.073 . . . -0.03 . . . . . . . . . . . -0.012 . . 0.008 . . .
wind_speed -0.012 . 0.014 0.111 . . 0.107 -0.022 -0.006 0.556 0.135 -0.064 0.028 -0.002 -0.027 . . 0.02 -0.002 . . . 0.013 . . . . . . .
surface_downward_northward_stress -0.068 0.006 -0.007 . . -0.049 . -0.191 -0.016 -0.094 0.106 -0.043 -0.008 0.012 . -0.004 0.03 0.017 . . -0.014 -0.005 . . 0.048 0.005 . . 0.014 -0.056
northward_wind 0.007 -0.029 0.008 -0.016 0.012 0.114 -0.06 0.237 0.018 0.108 -0.086 0.082 . 0.014 0.01 . . 0.019 0.006 -0.031 . . 0.038 -0.017 . . 0.002 -0.073 . .
sss -0.132 -0.79 0.014 . -0.441 -0.554 . -0.223 . 0.324 -0.664 0.429 . -0.03 0.117 . . . -0.044 . . . . 0.095 -0.626 . . . . .

Tables FK180310-2

Alpha coefficients
pro1 syn pico1_ pico2_1 bead rest1_1 rest1_2 rest2_ bg1 bg2
AOU_WOA_clim . . . . . . . . . .
density_WOA_clim . . . . . . . . . .
o2sat_WOA_clim . . . . . . . . . .
oxygen_WOA_clim 0.005 . -0.31 . . . . . . .
salinity_WOA_clim . . . . . . . . . .
conductivity_WOA_clim . . . . . . . . . .
nitrate_WOA_clim . . . 9.552 . . . . 3.204 .
phosphate_WOA_clim . -1.029 -0.074 . . . . -0.242 . 0.239
silicate_WOA_clim . . . 0.261 . . . . . .
sss_cruise -0.542 0.221 1.242 -0.418 . -0.022 . . . .
sst_cruise -0.056 . . . . . . . . .
par 0.002 . . 0.027 . -0.102 0.021 -0.091 -0.121 .
par_3 0.081 . . 0.194 -0.044 . 0.012 . -0.007 .
par_6 0.022 . -0.038 0.162 -0.086 . 0.041 -0.026 -0.062 .
par_9 0.114 . -0.045 0.08 -0.175 0.042 . -0.027 . .
par_12 . . -0.001 0.08 . 0.026 -0.011 -0.001 0.008 .
Si . -0.796 . -0.548 . . . . . .
NO3 . . . . . . . . . .
CHL . . . . . . . . 0.207 .
PHYC . . . . . -3.048 . . . .
PO4 . . . . . . . . . .
O2 0.036 . . -1.03 1.096 . . -0.459 . .
sst -0.665 . . . . . . . . .
Fe 0.034 . . . . -0.034 . . . .
PP -0.407 . . . . -0.078 . . . .
vgosa . . . . . . . . . .
vgos . . -0.027 -0.027 0.104 . 0.005 -0.083 . .
sla . 0.091 . . . . . . . .
ugosa -0.049 . . . -0.012 . 0.014 . . .
ugos -0.013 0.018 . . . 0.021 . . . -0.036
wind_stress . . . . . . . . . .
eastward_wind 0.086 . -0.024 . . 0.047 0.089 0.158 -0.021 .
surface_downward_eastward_stress -0.042 . . 0.008 . . . . . .
wind_speed . . . 0.082 -0.23 . . 0.159 . -0.056
surface_downward_northward_stress . . . 0.064 -0.053 . . . . .
northward_wind 0.104 . 0.035 . . -0.073 -0.077 0.055 . .
sss . . 0.497 . 0.022 . . -0.062 . .
Beta coefficients
pro1-diam pro1-chl pro1-pe syn-diam syn-chl syn-pe pico1_-diam pico1_-chl pico1_-pe pico2_1-diam pico2_1-chl pico2_1-pe bead-diam bead-chl bead-pe rest1_1-diam rest1_1-chl rest1_1-pe rest1_2-diam rest1_2-chl rest1_2-pe rest2_-diam rest2_-chl rest2_-pe bg1-diam bg1-chl bg1-pe bg2-diam bg2-chl bg2-pe
intp 1.338 1.612 0.449 2.957 3.073 3.289 5.31 6.441 0.791 7.112 7.276 1.57 7.404 4.497 6.203 7.219 3.888 2.634 7.081 1.246 1.176 2.699 0.896 0.454 4.618 3.766 1.001 4.947 2.365 3.962
AOU_WOA_clim . . . . . . . . . . . -0.037 . . . . . . . . . -0.011 . . . . . . . .
density_WOA_clim 0.072 . . . . . . 0.095 . -0.017 0.021 -0.282 . . . -0.046 . . . . . . . . . . . . . .
o2sat_WOA_clim 0.045 -0.017 . . . . 0.072 . 0.061 . . 0.023 . . . . . . . . . . . . . . . . . .
oxygen_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
salinity_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
conductivity_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
nitrate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
phosphate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
silicate_WOA_clim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sss_cruise -0.281 . . . . . -0.165 . . . . 0.112 . . . . . . . . . . . . . . . . . .
sst_cruise -0.613 . . . . . . -0.391 . . -0.256 0.396 . . . . . . . . . . . . . . . . . .
par 0.045 -0.111 -0.001 0.029 -0.029 . 0.095 -0.087 0.103 -0.006 -0.067 0.11 -0.001 -0.018 . -0.002 -0.003 . -0.004 0.011 0.011 . -0.006 . -0.004 -0.014 . 0.002 . -0.01
par_3 0.069 -0.04 0.001 0.032 -0.183 -0.116 0.167 . 0.068 -0.01 -0.114 -0.026 -0.022 . -0.011 . . . -0.007 . . . . 0.002 -0.02 . . . -0.002 .
par_6 0.063 -0.041 -0.002 0.053 -0.08 -0.108 0.163 0.01 . -0.043 -0.079 -0.078 . . -0.002 -0.056 0.002 -0.075 -0.008 -0.016 -0.007 . -0.001 . . . -0.002 . . .
par_9 0.13 0.036 0.004 0.052 . . 0.226 0.146 0.049 -0.016 -0.048 -0.033 -0.029 -0.003 0.01 -0.005 . -0.054 -0.022 -0.002 -0.041 0.008 -0.001 0 . 0.01 . . . .
par_12 -0.039 -0.053 -0.002 . -0.188 -0.225 -0.086 -0.14 -0.005 0.03 -0.101 . -0.003 0.001 -0.013 -0.018 -0.021 . -0.008 -0.014 0 . -0.001 0.001 0.005 . 0.004 . . .
Si . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
NO3 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
CHL . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PHYC . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
PO4 -0.44 . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
O2 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
sst -0.469 . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
Fe 0.073 0.011 0.005 -0.011 . . -0.002 -0.045 0.007 -0.008 -0.009 -0.021 . -0.006 -0.005 . . 0.086 . . . . 0 0.003 . . 0.023 . . .
PP . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
vgosa -0.004 . . -0.01 -0.027 . -0.042 . . . 0.144 . . . 0.005 . . . 0.005 . 0.004 0.024 . . . 0 . . . .
vgos . -0.015 -0.002 . -0.008 -0.028 . . . 0.01 -0.124 0.003 0.005 . . . -0.029 0.018 . 0.003 0.013 . 0 . -0.012 0.001 . -0.012 . .
sla 0.068 0.048 -0.003 . . 0.087 . 0.089 . -0.044 0.037 -0.055 -0.013 0.012 . -0.012 0.028 -0.087 0 -0.008 . -0.081 -0.006 -0.005 0.012 0.027 -0.066 0.003 . -0.01
ugosa 0.263 0.056 . 0.005 -0.002 . 0.014 0.016 . . 0.002 -0.27 . . 0.003 . . . . 0.004 . -0.005 . . . . . . . .
ugos -0.283 -0.064 -0.003 . . . 0.012 . 0.004 0.01 . 0.268 0.004 . . 0.012 0.004 -0.007 0.004 . . -0.006 -0.001 -0.003 . . -0.019 . . .
wind_stress -0.05 . . . . . . . . . -0.052 . -0.013 . 0.001 . . . . . . . . . . . . . . .
eastward_wind . 0.137 0 -0.035 . 0.016 -0.039 0.233 -0.034 0 0.346 -0.008 . 0.003 0.013 0.02 . . 0.02 . . -0.018 . -0.001 . . . . . .
surface_downward_eastward_stress -0.115 -0.188 . . -0.102 . . -0.305 . . -0.478 . . . . . . . . . . . -0.002 . . . . . . .
wind_speed . -0.046 0.004 0.021 . 0.005 . . -0.003 0.021 . 0.02 . . 0.011 -0.007 0.007 -0.023 . . -0.001 . . -0.003 0.019 -0.04 . 0.016 -0.004 .
surface_downward_northward_stress 0.092 -0.281 -0.001 0.125 -0.158 -0.842 0.243 -0.206 0.006 -0.002 -0.271 -0.061 . -0.002 -0.014 -0.001 . -0.019 . -0.023 . . . -0.003 . . 0 . . .
northward_wind 0.065 0.309 0.002 -0.103 0.19 0.812 -0.202 0.274 . . 0.301 . 0.013 . . . . . 0.008 . -0.018 . . . . -0.016 . . . .
sss . . -0.005 . . . . . . -0.122 -0.015 . . . . . . . . . . . . . . . . . . .

Some diagnostics

You can never be too careful! Two things are shown, for each cruise:

  • The matrix of CV scores (shown as a heatmap).

  • Sparsity of all models (shown as tables).

    • The row names show the values of \(\lambda_\alpha\).
    • The column names show the values of \(\lambda_\alpha\).
for(cruise_id in all_cruise_id){
  cat('##', cruise_id,' \n')

  ## Show the CV
  summarydir = file.path(outputdir, cruise_id, "summaries")
  cvres = readRDS(file.path(summarydir, "summary-orig.RDS"))
  mat = cvres$cvscore.mat
  mat %>% drawmat_precise() %>% plot() ##col = c("blue", "blue", "red"))

  ## Print the sparsity of the model coefficients.
  alphadf = betadf = cvres$cvscore.mat
  for(ii in 1:10){
    for(jj in 1:10){
      obj = cvres$bestreslist[[paste0(ii, "-", jj)]]
      betas = do.call(cbind, lapply(obj$beta, function(beta)beta[-1,]))
      alpha =obj$alpha[ ,-1]
      betadf[ii,jj] = length(betas) - sum(betas==0)
      alphadf[ii,jj] = length(alpha) - sum(alpha==0)
    }
  }
  knitr::kable(alphadf, caption = "Number of nonzero alpha coeffs") %>% print() ## title "alpha"
  knitr::kable(betadf, caption = "Number of nonzero beta coeffs")  %>% print()## title "beta"
  cat('\n\n')
}

KM1508

Number of nonzero alpha coeffs
1e-04 0.00025 0.000623 0.00155 0.00388 0.00967 0.0241 0.0602 0.15 0.375
1e-04 147 128 150 139 137 136 145 145 168 165
0.000221 115 108 108 105 105 101 115 112 117 128
0.000488 75 83 85 65 83 74 75 76 105 90
0.00108 46 47 57 50 57 54 58 57 59 63
0.00238 28 33 28 32 41 28 40 38 38 35
0.00525 16 18 14 22 19 20 23 29 29 30
0.0116 6 6 6 7 8 7 6 7 8 17
0.0256 0 0 0 0 0 0 0 0 0 0
0.0566 0 0 0 0 0 0 0 0 0 0
0.125 0 0 0 0 0 0 0 0 0 0
Number of nonzero beta coeffs
1e-04 0.00025 0.000623 0.00155 0.00388 0.00967 0.0241 0.0602 0.15 0.375
1e-04 323 238 145 96 51 26 10 6 0 0
0.000221 316 221 159 90 58 26 10 5 0 0
0.000488 331 237 168 88 55 26 13 7 0 0
0.00108 327 220 159 87 51 26 14 6 0 0
0.00238 320 226 160 90 56 26 14 7 1 0
0.00525 327 216 173 97 50 23 14 5 2 0
0.0116 347 245 153 110 52 29 13 7 2 0
0.0256 334 241 167 101 57 23 12 7 2 0
0.0566 342 245 175 93 48 25 12 8 2 0
0.125 349 258 183 102 51 26 13 8 2 0

KM1512

Number of nonzero alpha coeffs
1e-04 0.00025 0.000623 0.00155 0.00388 0.00967 0.0241 0.0602 0.15 0.375
1e-04 164 172 144 165 170 143 170 170 165 198
0.000221 121 116 133 131 130 122 114 113 164 139
0.000488 93 96 102 101 83 71 83 103 102 99
0.00108 55 65 64 66 64 56 62 65 67 69
0.00238 31 32 36 37 36 31 41 37 35 42
0.00525 9 5 11 13 9 10 10 18 13 14
0.0116 3 4 4 4 4 6 3 5 7 5
0.0256 0 0 0 0 0 0 2 0 0 0
0.0566 0 0 0 0 0 0 0 0 0 0
0.125 0 0 0 0 0 0 0 0 0 0
Number of nonzero beta coeffs
1e-04 0.00025 0.000623 0.00155 0.00388 0.00967 0.0241 0.0602 0.15 0.375
1e-04 362 238 152 104 59 22 10 2 2 0
0.000221 331 229 165 97 53 27 10 3 0 0
0.000488 335 228 160 97 52 25 10 2 2 0
0.00108 357 225 160 91 49 24 11 2 2 0
0.00238 367 247 157 100 50 23 11 5 2 0
0.00525 354 246 155 104 53 24 13 4 2 0
0.0116 356 235 163 92 52 25 13 3 2 1
0.0256 344 253 176 87 53 24 13 2 2 0
0.0566 366 237 162 104 56 27 13 3 2 0
0.125 344 244 163 97 57 31 13 2 2 0

KM1513

Number of nonzero alpha coeffs
1e-04 0.00025 0.000623 0.00155 0.00388 0.00967 0.0241 0.0602 0.15 0.375
1e-04 133 145 136 136 139 147 141 143 160 155
0.000221 98 97 93 106 103 102 109 105 98 112
0.000488 81 90 90 75 82 74 80 78 94 94
0.00108 50 58 49 50 44 53 52 56 54 57
0.00238 34 30 29 22 26 26 34 30 36 41
0.00525 20 17 20 20 20 19 21 24 27 23
0.0116 10 8 7 10 10 11 9 11 11 7
0.0256 2 1 1 1 1 1 1 4 1 3
0.0566 0 0 0 0 0 0 0 0 0 0
0.125 0 0 0 0 0 0 0 0 0 0
Number of nonzero beta coeffs
1e-04 0.00025 0.000623 0.00155 0.00388 0.00967 0.0241 0.0602 0.15 0.375
1e-04 333 250 158 107 70 41 32 12 2 0
0.000221 347 246 147 113 70 44 30 12 3 0
0.000488 330 245 168 105 67 43 30 16 1 0
0.00108 339 238 145 98 64 38 31 12 3 0
0.00238 360 246 157 90 64 42 31 18 2 0
0.00525 340 219 151 110 70 45 30 17 2 0
0.0116 337 253 192 105 74 43 33 15 2 0
0.0256 337 242 174 107 67 50 31 13 3 0
0.0566 363 239 160 99 66 46 31 14 3 0
0.125 338 239 166 109 64 43 31 15 2 0

KOK1515

Number of nonzero alpha coeffs
1e-04 0.00025 0.000623 0.00155 0.00388 0.00967 0.0241 0.0602 0.15 0.375
1e-04 125 132 134 136 135 131 138 145 143 158
0.000221 103 100 104 101 102 93 98 91 92 111
0.000488 69 81 70 74 75 76 75 85 76 86
0.00108 55 61 64 57 57 63 48 48 54 58
0.00238 33 36 39 38 41 36 36 40 45 38
0.00525 23 18 19 22 25 21 16 23 21 23
0.0116 5 4 3 7 9 9 9 9 8 15
0.0256 0 0 0 0 0 0 0 0 0 0
0.0566 0 0 0 0 0 0 0 0 0 0
0.125 0 0 0 0 0 0 0 0 0 0
Number of nonzero beta coeffs
1e-04 0.00025 0.000623 0.00155 0.00388 0.00967 0.0241 0.0602 0.15 0.375
1e-04 271 201 137 84 59 33 15 4 2 0
0.000221 263 200 133 95 50 32 14 4 3 0
0.000488 284 202 138 99 49 31 13 5 3 0
0.00108 272 196 128 90 52 27 15 6 0 0
0.00238 279 191 136 95 62 24 15 4 0 0
0.00525 287 196 135 80 51 33 17 5 3 0
0.0116 291 206 137 93 61 34 15 5 3 0
0.0256 289 209 143 98 54 34 18 5 3 1
0.0566 290 218 136 109 60 38 16 5 3 1
0.125 283 209 150 96 62 34 15 5 3 1

KM1518

Number of nonzero alpha coeffs
1e-04 0.00025 0.000623 0.00155 0.00388 0.00967 0.0241 0.0602 0.15 0.375
1e-04 147 148 152 158 159 149 159 152 174 192
0.000221 111 129 110 119 122 121 125 121 121 138
0.000488 89 89 70 92 94 100 102 89 100 108
0.00108 59 65 63 74 64 62 57 63 67 69
0.00238 38 37 41 41 41 33 30 39 39 37
0.00525 17 23 21 26 28 21 22 24 28 25
0.0116 12 10 9 9 9 8 8 10 12 17
0.0256 4 4 2 3 5 4 5 6 7 8
0.0566 0 0 0 0 0 1 1 2 1 2
0.125 0 0 0 0 0 0 0 0 0 0
Number of nonzero beta coeffs
1e-04 0.00025 0.000623 0.00155 0.00388 0.00967 0.0241 0.0602 0.15 0.375
1e-04 335 246 167 106 61 34 17 7 2 0
0.000221 314 239 148 93 60 37 13 7 3 0
0.000488 353 236 144 120 60 30 16 7 2 0
0.00108 348 246 157 105 62 37 18 7 0 0
0.00238 333 227 153 108 62 32 17 7 1 0
0.00525 338 229 165 106 59 29 16 7 0 0
0.0116 357 252 162 105 60 27 17 7 4 0
0.0256 333 228 180 111 67 27 17 8 4 0
0.0566 355 248 181 112 55 29 16 8 3 2
0.125 351 242 179 112 55 32 16 8 3 2

KM1601

Number of nonzero alpha coeffs
1e-04 0.00025 0.000623 0.00155 0.00388 0.00967 0.0241 0.0602 0.15 0.375
1e-04 117 116 121 118 123 114 134 115 134 130
0.000221 93 85 92 90 84 97 89 99 98 98
0.000488 73 68 79 74 78 61 63 77 70 76
0.00108 45 46 46 47 43 42 40 39 35 51
0.00238 24 23 26 28 24 28 36 26 23 37
0.00525 12 7 9 13 12 14 12 19 22 27
0.0116 1 1 3 3 2 5 5 7 7 14
0.0256 0 0 0 0 0 0 0 0 0 6
0.0566 0 0 0 0 0 0 0 0 0 0
0.125 0 0 0 0 0 0 0 0 0 0
Number of nonzero beta coeffs
1e-04 0.00025 0.000623 0.00155 0.00388 0.00967 0.0241 0.0602 0.15 0.375
1e-04 308 235 144 81 48 31 9 5 0 0
0.000221 302 223 136 96 43 26 11 4 3 0
0.000488 297 219 152 94 54 26 11 4 4 0
0.00108 331 232 162 95 48 29 12 5 3 0
0.00238 318 212 150 80 46 26 11 5 3 0
0.00525 306 225 133 97 45 28 11 4 0 0
0.0116 316 226 160 96 57 28 11 5 3 0
0.0256 320 226 156 102 55 29 11 5 3 0
0.0566 311 236 150 92 47 26 12 5 2 1
0.125 315 234 153 95 52 28 9 5 3 1

KM1602

Number of nonzero alpha coeffs
1e-04 0.00025 0.000623 0.00155 0.00388 0.00967 0.0241 0.0602 0.15 0.375
1e-04 163 168 158 169 156 155 173 157 154 188
0.000221 127 123 133 127 136 127 117 122 117 117
0.000488 84 100 103 86 87 89 96 100 92 102
0.00108 59 56 52 57 58 58 66 58 50 75
0.00238 38 28 34 40 28 32 35 41 49 34
0.00525 18 18 15 15 18 19 15 18 17 23
0.0116 9 8 7 7 8 6 5 9 9 14
0.0256 3 4 4 3 5 4 4 3 4 4
0.0566 0 0 0 0 0 0 0 0 0 0
0.125 0 0 0 0 0 0 0 0 0 0
Number of nonzero beta coeffs
1e-04 0.00025 0.000623 0.00155 0.00388 0.00967 0.0241 0.0602 0.15 0.375
1e-04 355 276 160 99 55 26 6 4 2 0
0.000221 380 263 193 96 60 27 7 4 1 1
0.000488 334 259 166 78 41 26 10 2 2 0
0.00108 351 245 166 96 47 27 10 4 2 0
0.00238 376 267 185 103 55 23 10 4 0 1
0.00525 358 247 180 106 63 26 11 6 2 0
0.0116 330 253 179 100 53 26 8 5 2 0
0.0256 390 269 181 134 54 25 10 6 2 0
0.0566 383 276 200 101 73 31 11 6 2 1
0.125 376 278 193 122 79 31 13 6 2 0

KOK1604

Number of nonzero alpha coeffs
1e-04 0.000231 0.000534 0.00123 0.00285 0.00658 0.0152 0.0351 0.0812 0.188
1e-04 132 143 143 147 132 165 145 137 158 171
0.000204 108 103 109 115 118 116 121 118 116 142
0.000418 77 85 82 88 87 93 91 103 97 105
0.000855 62 64 59 59 64 63 64 74 63 67
0.00175 42 41 44 47 42 46 46 44 43 52
0.00357 19 20 26 24 24 26 21 19 24 26
0.00731 8 11 10 8 11 9 10 10 13 15
0.0149 3 1 2 4 3 2 3 4 5 5
0.0306 0 0 0 0 0 0 1 1 1 1
0.0625 0 0 0 0 0 0 0 0 0 0
Number of nonzero beta coeffs
1e-04 0.000231 0.000534 0.00123 0.00285 0.00658 0.0152 0.0351 0.0812 0.188
1e-04 338 242 152 110 59 33 21 10 6 0
0.000204 317 230 154 91 59 31 18 12 4 0
0.000418 313 229 155 97 54 29 18 9 4 0
0.000855 327 241 178 102 59 33 18 10 5 0
0.00175 333 225 152 110 69 35 19 8 4 0
0.00357 331 243 181 117 71 31 18 12 8 0
0.00731 343 247 175 119 75 32 20 12 6 0
0.0149 320 246 174 117 69 43 21 12 8 2
0.0306 342 252 173 115 76 40 18 11 6 2
0.0625 341 259 175 112 64 41 17 11 6 2

KOK1606

Number of nonzero alpha coeffs
1e-04 0.00025 0.000623 0.00155 0.00388 0.00967 0.0241 0.0602 0.15 0.375
1e-04 219 235 218 239 230 225 219 240 223 223
0.000221 169 170 169 172 183 160 178 179 173 179
0.000488 123 121 130 127 138 143 135 137 140 140
0.00108 95 96 91 105 108 108 113 96 102 107
0.00238 62 61 68 65 67 72 74 75 74 85
0.00525 38 43 39 44 39 44 43 40 49 53
0.0116 22 18 21 20 29 29 25 18 32 25
0.0256 6 8 8 6 7 6 7 8 9 15
0.0566 0 1 2 3 2 3 1 2 3 2
0.125 0 0 0 0 0 0 0 0 0 0
Number of nonzero beta coeffs
1e-04 0.00025 0.000623 0.00155 0.00388 0.00967 0.0241 0.0602 0.15 0.375
1e-04 602 472 307 226 123 70 32 10 0 0
0.000221 594 460 323 208 139 67 33 6 0 0
0.000488 587 463 330 232 141 66 37 10 0 0
0.00108 608 471 314 230 136 64 33 11 1 0
0.00238 582 463 329 214 136 75 34 11 0 0
0.00525 610 473 349 231 139 77 36 15 0 0
0.0116 610 489 329 221 142 67 34 13 1 0
0.0256 621 479 348 223 132 78 35 16 1 0
0.0566 631 473 331 226 152 79 47 14 2 0
0.125 624 502 349 230 146 74 39 17 1 0

KOK1607

Number of nonzero alpha coeffs
1e-04 0.00025 0.000623 0.00155 0.00388 0.00967 0.0241 0.0602 0.15 0.375
1e-04 138 154 146 147 153 145 144 134 153 156
0.000221 109 110 102 104 107 107 99 113 129 110
0.000488 80 78 73 83 88 86 85 94 89 87
0.00108 61 56 59 57 59 54 54 54 54 69
0.00238 37 41 40 40 33 43 47 43 41 47
0.00525 22 25 22 21 24 29 29 30 29 28
0.0116 13 15 13 15 20 18 19 17 17 15
0.0256 4 3 3 3 3 6 7 6 5 4
0.0566 0 0 0 0 0 0 0 0 0 0
0.125 0 0 0 0 0 0 0 0 0 0
Number of nonzero beta coeffs
1e-04 0.00025 0.000623 0.00155 0.00388 0.00967 0.0241 0.0602 0.15 0.375
1e-04 338 255 175 134 77 37 16 8 0 0
0.000221 324 237 173 119 67 42 17 6 0 0
0.000488 330 240 190 136 78 40 16 9 1 0
0.00108 339 226 181 128 85 45 17 9 4 0
0.00238 335 243 180 128 84 44 19 8 3 1
0.00525 361 238 183 141 76 41 19 8 3 0
0.0116 341 246 197 137 86 41 20 9 4 0
0.0256 359 250 192 151 79 41 21 8 3 1
0.0566 350 250 196 139 85 45 19 9 3 1
0.125 354 256 197 140 84 47 21 9 3 0

KOK1608

Number of nonzero alpha coeffs
1e-04 0.000231 0.000534 0.00123 0.00285 0.00658 0.0152 0.0351 0.0812 0.188
1e-04 122 145 132 138 153 147 170 140 150 137
0.000204 118 128 109 120 114 106 132 112 139 115
0.000418 87 82 91 96 95 91 90 87 105 90
0.000855 78 72 79 78 74 68 75 77 68 79
0.00175 48 47 50 50 50 53 52 45 53 52
0.00357 22 26 27 28 24 31 39 30 33 36
0.00731 13 7 13 15 18 10 15 12 14 16
0.0149 3 2 3 5 4 6 4 6 6 7
0.0306 0 0 0 0 1 0 0 0 1 1
0.0625 0 0 0 0 0 0 0 0 0 0
Number of nonzero beta coeffs
1e-04 0.000231 0.000534 0.00123 0.00285 0.00658 0.0152 0.0351 0.0812 0.188
1e-04 294 199 145 92 64 32 22 11 2 0
0.000204 317 231 131 102 61 31 22 6 0 0
0.000418 289 216 154 86 68 30 14 10 2 0
0.000855 308 221 168 106 67 38 21 8 5 0
0.00175 309 229 166 104 61 36 22 14 3 0
0.00357 340 242 163 97 62 36 22 14 4 0
0.00731 306 244 179 115 60 39 23 7 4 0
0.0149 327 240 180 108 67 36 22 12 3 0
0.0306 323 243 187 116 65 46 24 14 3 0
0.0625 326 242 190 117 68 42 25 14 6 0

KOK1609

Number of nonzero alpha coeffs
1e-04 0.000231 0.000534 0.00123 0.00285 0.00658 0.0152 0.0351 0.0812 0.188
1e-04 155 151 153 163 153 160 152 156 160 180
0.000204 125 110 130 122 120 127 124 131 133 122
0.000418 83 90 83 92 91 89 85 83 93 92
0.000855 72 64 66 60 72 58 65 74 59 62
0.00175 43 52 47 51 49 44 54 46 38 42
0.00357 36 32 30 27 28 30 30 24 32 38
0.00731 16 19 19 15 20 20 17 19 23 20
0.0149 5 3 5 2 4 5 2 7 4 6
0.0306 0 0 0 0 0 0 0 0 0 0
0.0625 0 0 0 0 0 0 0 0 0 0
Number of nonzero beta coeffs
1e-04 0.000231 0.000534 0.00123 0.00285 0.00658 0.0152 0.0351 0.0812 0.188
1e-04 314 223 178 109 74 44 30 19 2 0
0.000204 330 220 168 117 73 50 35 16 5 0
0.000418 312 233 178 127 76 48 37 21 5 0
0.000855 294 235 172 111 73 50 35 17 4 0
0.00175 350 255 174 130 75 49 35 20 5 0
0.00357 353 235 167 120 79 48 31 20 6 0
0.00731 340 241 179 124 88 49 36 21 4 0
0.0149 346 232 170 118 78 52 33 19 6 0
0.0306 358 229 170 127 78 51 35 19 6 0
0.0625 341 235 185 115 82 52 34 21 4 0

MGL1704

Number of nonzero alpha coeffs
1e-04 0.00025 0.000623 0.00155 0.00388 0.00967 0.0241 0.0602 0.15 0.375
1e-04 243 233 239 241 223 230 227 220 221 241
0.000221 173 173 179 183 185 190 185 178 178 177
0.000488 145 124 138 136 136 132 135 134 139 131
0.00108 99 100 100 107 104 107 98 103 110 108
0.00238 67 67 70 73 74 70 80 75 77 72
0.00525 46 42 43 45 47 49 49 55 56 52
0.0116 18 20 19 20 22 25 22 25 27 29
0.0256 10 8 8 10 8 7 6 8 10 9
0.0566 0 1 1 2 2 2 2 2 2 4
0.125 0 0 0 0 0 0 0 0 0 0
Number of nonzero beta coeffs
1e-04 0.00025 0.000623 0.00155 0.00388 0.00967 0.0241 0.0602 0.15 0.375
1e-04 628 495 360 242 165 85 36 9 2 0
0.000221 631 490 369 252 158 83 36 8 2 0
0.000488 626 498 360 258 167 83 33 10 0 0
0.00108 646 474 374 256 161 87 36 9 1 0
0.00238 636 510 368 257 162 82 39 8 1 0
0.00525 650 507 386 276 165 91 35 6 0 0
0.0116 643 516 384 282 169 91 41 14 0 0
0.0256 660 524 390 273 176 91 39 8 2 0
0.0566 672 528 399 277 178 90 49 13 2 0
0.125 658 534 389 287 176 96 45 12 2 0

KM1708

Number of nonzero alpha coeffs
1e-04 0.000231 0.000534 0.00123 0.00285 0.00658 0.0152 0.0351 0.0812 0.188
1e-04 138 118 132 126 131 136 120 127 178 163
0.000204 102 94 104 105 104 100 124 113 105 130
0.000418 68 81 72 76 74 80 82 76 80 98
0.000855 55 50 58 61 61 55 52 59 54 77
0.00175 34 32 28 32 38 30 44 51 36 46
0.00357 26 24 20 21 24 24 27 28 27 34
0.00731 10 11 8 10 11 13 11 12 12 19
0.0149 4 4 4 5 6 3 4 6 4 6
0.0306 0 0 0 0 0 0 0 0 0 0
0.0625 0 0 0 0 0 0 0 0 0 0
Number of nonzero beta coeffs
1e-04 0.000231 0.000534 0.00123 0.00285 0.00658 0.0152 0.0351 0.0812 0.188
1e-04 333 228 182 122 82 53 33 22 4 0
0.000204 332 230 171 123 71 49 29 19 8 0
0.000418 331 250 167 117 70 53 33 23 8 0
0.000855 358 234 188 127 80 51 34 20 7 0
0.00175 327 232 170 117 72 55 38 20 9 0
0.00357 332 241 190 124 85 47 30 23 6 0
0.00731 328 256 194 126 86 61 33 21 10 0
0.0149 335 237 172 123 73 56 33 21 11 0
0.0306 337 243 174 130 93 52 32 22 9 1
0.0625 335 237 182 135 74 55 33 23 10 0

KM1709

Number of nonzero alpha coeffs
1e-04 0.000231 0.000534 0.00123 0.00285 0.00658 0.0152 0.0351 0.0812 0.188
1e-04 204 194 170 180 178 172 180 192 196 196
0.000204 163 156 146 150 158 161 159 154 168 167
0.000418 115 118 131 120 132 125 118 123 120 124
0.000855 83 84 99 99 89 85 80 93 103 100
0.00175 71 67 72 60 61 62 59 72 65 82
0.00357 41 42 44 39 39 44 42 37 35 40
0.00731 22 19 17 21 22 27 22 21 19 25
0.0149 8 10 11 11 12 11 11 11 10 13
0.0306 3 4 4 5 3 3 5 5 5 3
0.0625 0 0 0 0 0 0 0 0 0 0
Number of nonzero beta coeffs
1e-04 0.000231 0.000534 0.00123 0.00285 0.00658 0.0152 0.0351 0.0812 0.188
1e-04 436 340 211 159 101 61 34 23 5 0
0.000204 444 335 228 163 112 66 33 20 3 1
0.000418 423 333 253 167 108 66 35 23 2 0
0.000855 450 328 258 183 117 63 35 20 1 0
0.00175 489 352 259 158 97 63 35 19 3 0
0.00357 446 360 245 169 107 61 29 25 8 1
0.00731 437 330 244 158 99 66 33 24 7 1
0.0149 438 322 258 157 101 62 35 23 3 1
0.0306 441 331 240 174 131 71 36 22 7 0
0.0625 468 346 246 171 109 65 33 23 7 0

KM1713

Number of nonzero alpha coeffs
1e-04 0.00025 0.000623 0.00155 0.00388 0.00967 0.0241 0.0602 0.15 0.375
1e-04 212 207 212 224 211 219 220 217 214 222
0.000221 171 167 169 167 171 172 175 182 163 178
0.000488 137 128 123 133 137 140 141 145 142 134
0.00108 102 99 104 98 91 102 108 110 106 107
0.00238 71 64 63 78 70 77 74 75 70 65
0.00525 35 33 43 43 41 37 42 34 44 37
0.0116 18 15 19 15 18 14 19 17 17 17
0.0256 15 9 8 7 10 9 10 12 11 11
0.0566 3 3 3 3 4 2 4 4 1 5
0.125 0 0 0 0 0 0 0 0 0 0
Number of nonzero beta coeffs
1e-04 0.00025 0.000623 0.00155 0.00388 0.00967 0.0241 0.0602 0.15 0.375
1e-04 622 495 334 217 136 72 34 9 3 0
0.000221 615 473 341 218 140 79 34 9 2 0
0.000488 643 481 330 228 140 76 32 8 0 0
0.00108 619 501 355 230 153 78 33 10 2 0
0.00238 634 498 347 245 160 77 31 9 2 0
0.00525 647 493 356 247 157 85 30 11 2 0
0.0116 654 513 372 232 156 85 29 12 2 0
0.0256 660 510 373 252 149 83 37 8 2 0
0.0566 665 502 386 254 163 82 32 10 1 0
0.125 655 525 382 250 169 88 35 10 2 0

KM1717

Number of nonzero alpha coeffs
1e-04 0.000231 0.000534 0.00123 0.00285 0.00658 0.0152 0.0351 0.0812 0.188
1e-04 142 139 144 125 152 142 135 143 145 152
0.000204 112 105 108 112 113 119 110 127 127 118
0.000418 91 80 86 81 87 91 90 78 109 106
0.000855 67 64 69 75 67 65 68 61 77 74
0.00175 44 44 46 48 47 47 48 51 56 53
0.00357 31 30 27 30 30 27 33 40 34 37
0.00731 14 16 15 14 13 14 14 16 14 22
0.0149 5 6 6 6 5 6 6 6 6 8
0.0306 3 1 3 3 2 2 3 3 3 3
0.0625 0 0 0 0 0 0 0 0 0 0
Number of nonzero beta coeffs
1e-04 0.000231 0.000534 0.00123 0.00285 0.00658 0.0152 0.0351 0.0812 0.188
1e-04 335 256 175 117 84 58 33 18 6 0
0.000204 365 246 174 126 88 55 34 15 4 0
0.000418 350 238 180 124 90 54 32 19 4 0
0.000855 362 242 184 127 91 57 31 19 6 0
0.00175 342 242 169 123 81 51 29 18 6 0
0.00357 389 272 184 134 90 52 32 17 6 0
0.00731 365 262 178 127 94 58 31 18 8 0
0.0149 343 249 166 135 88 57 29 18 8 0
0.0306 348 264 182 130 91 55 32 19 8 0
0.0625 355 250 186 131 95 55 31 19 7 0

KOK1801

Number of nonzero alpha coeffs
1e-04 0.000231 0.000534 0.00123 0.00285 0.00658 0.0152 0.0351 0.0812 0.188
1e-04 166 188 179 178 182 180 197 173 197 192
0.000204 130 122 140 126 136 148 151 134 143 150
0.000418 106 113 99 99 101 102 101 105 122 116
0.000855 78 79 85 82 75 75 78 80 87 69
0.00175 51 55 39 55 53 54 58 59 42 58
0.00357 24 24 26 29 31 30 28 32 35 29
0.00731 13 12 12 12 13 12 16 18 14 14
0.0149 7 4 4 4 4 6 4 9 5 6
0.0306 0 0 0 0 0 0 1 1 2 1
0.0625 0 0 0 0 0 0 0 0 0 0
Number of nonzero beta coeffs
1e-04 0.000231 0.000534 0.00123 0.00285 0.00658 0.0152 0.0351 0.0812 0.188
1e-04 360 267 201 131 79 49 26 12 1 0
0.000204 364 286 197 106 81 54 21 8 2 0
0.000418 356 265 198 122 84 47 29 11 1 0
0.000855 387 270 202 118 73 43 26 14 0 0
0.00175 385 284 185 128 87 48 28 12 4 0
0.00357 393 289 205 143 89 49 27 12 3 0
0.00731 373 293 211 152 91 49 27 12 5 0
0.0149 382 295 210 142 88 54 26 10 2 0
0.0306 389 286 196 153 93 52 29 16 3 0
0.0625 383 290 213 137 85 50 29 12 4 0

KM1802

Number of nonzero alpha coeffs
1e-04 0.00025 0.000623 0.00155 0.00388 0.00967 0.0241 0.0602 0.15 0.375
1e-04 125 118 124 128 141 136 120 131 153 165
0.000221 94 104 103 97 107 101 101 120 130 121
0.000488 75 84 70 80 79 73 81 74 95 97
0.00108 54 55 59 56 60 52 57 59 73 78
0.00238 30 30 30 35 34 38 33 41 47 48
0.00525 21 16 18 18 18 21 16 21 25 35
0.0116 5 7 2 6 5 5 3 5 15 16
0.0256 2 0 0 2 2 1 1 1 1 1
0.0566 0 0 0 0 0 0 0 0 0 0
0.125 0 0 0 0 0 0 0 0 0 0
Number of nonzero beta coeffs
1e-04 0.00025 0.000623 0.00155 0.00388 0.00967 0.0241 0.0602 0.15 0.375
1e-04 325 240 180 133 83 48 24 15 2 0
0.000221 335 254 189 124 86 42 26 10 2 0
0.000488 326 240 179 133 81 52 25 16 1 0
0.00108 332 248 186 139 99 40 26 16 2 0
0.00238 342 256 190 130 91 43 26 16 2 0
0.00525 352 247 182 139 81 56 25 16 2 0
0.0116 333 245 203 132 86 45 28 16 2 0
0.0256 336 243 181 141 86 51 26 16 4 0
0.0566 345 255 201 129 87 50 28 16 4 0
0.125 355 250 186 130 83 44 26 16 4 0

KOK1803

Number of nonzero alpha coeffs
1e-04 0.00025 0.000623 0.00155 0.00388 0.00967 0.0241 0.0602 0.15 0.375
1e-04 136 145 140 151 147 150 144 160 150 158
0.000221 109 114 114 122 123 124 100 116 122 122
0.000488 94 80 91 93 98 95 100 86 101 90
0.00108 62 66 63 67 73 75 80 76 70 65
0.00238 39 35 43 37 36 44 31 40 41 44
0.00525 15 15 14 20 18 19 20 16 24 25
0.0116 5 5 5 5 4 8 4 5 7 6
0.0256 1 3 2 0 0 2 3 3 4 1
0.0566 0 0 0 0 0 0 0 0 0 0
0.125 0 0 0 0 0 0 0 0 0 0
Number of nonzero beta coeffs
1e-04 0.00025 0.000623 0.00155 0.00388 0.00967 0.0241 0.0602 0.15 0.375
1e-04 336 238 164 101 53 28 11 3 2 0
0.000221 310 227 159 98 53 27 10 8 2 0
0.000488 321 224 151 98 57 25 9 8 0 0
0.00108 298 234 154 96 55 26 13 5 2 0
0.00238 315 222 160 96 56 30 10 9 1 0
0.00525 327 250 173 101 67 26 9 8 0 0
0.0116 347 242 173 105 55 28 10 8 2 0
0.0256 344 242 168 117 65 27 10 8 2 0
0.0566 334 246 170 107 57 28 9 8 2 0
0.125 330 248 189 104 60 22 10 8 2 0

FK180310-1

Number of nonzero alpha coeffs
1e-04 0.000231 0.000534 0.00123 0.00285 0.00658 0.0152 0.0351 0.0812 0.188
1e-04 206 205 209 196 185 185 197 195 210 198
0.000204 157 157 165 161 162 162 160 178 165 158
0.000418 138 114 141 126 129 124 134 139 143 133
0.000855 78 99 93 104 103 104 92 106 110 108
0.00175 70 64 56 56 65 70 74 75 72 80
0.00357 29 37 31 33 41 42 37 38 35 37
0.00731 17 18 20 18 18 17 18 16 18 19
0.0149 4 5 5 4 5 6 7 7 7 8
0.0306 0 0 1 0 0 0 2 2 3 1
0.0625 0 0 0 0 0 0 0 0 0 0
Number of nonzero beta coeffs
1e-04 0.000231 0.000534 0.00123 0.00285 0.00658 0.0152 0.0351 0.0812 0.188
1e-04 450 339 275 175 139 69 35 16 2 0
0.000204 424 341 255 209 124 74 39 14 7 0
0.000418 453 350 271 199 116 69 38 9 2 0
0.000855 397 352 252 188 123 65 27 16 2 0
0.00175 436 351 258 180 117 71 32 18 4 0
0.00357 427 337 280 205 139 70 34 17 6 0
0.00731 434 347 285 202 138 68 40 12 6 0
0.0149 449 349 285 206 138 69 42 17 2 0
0.0306 464 359 267 208 144 77 39 20 4 0
0.0625 458 339 271 222 132 76 38 16 2 0

FK180310-2

Number of nonzero alpha coeffs
1e-04 0.000231 0.000534 0.00123 0.00285 0.00658 0.0152 0.0351 0.0812 0.188
1e-04 170 158 181 159 162 177 163 182 177 194
0.000204 135 126 139 131 130 130 118 131 135 140
0.000418 94 93 104 96 106 89 99 95 107 112
0.000855 74 63 73 80 72 75 79 75 68 80
0.00175 46 46 47 47 39 42 46 43 44 60
0.00357 23 24 21 24 24 28 28 28 21 29
0.00731 10 9 8 9 10 10 12 11 11 9
0.0149 3 3 3 2 3 4 3 3 3 3
0.0306 0 2 1 2 1 2 0 2 2 2
0.0625 0 0 0 0 0 0 0 0 0 0
Number of nonzero beta coeffs
1e-04 0.000231 0.000534 0.00123 0.00285 0.00658 0.0152 0.0351 0.0812 0.188
1e-04 397 296 247 164 100 71 33 18 3 0
0.000204 444 296 252 156 116 63 34 19 3 1
0.000418 405 296 243 154 109 65 32 19 3 1
0.000855 407 296 250 168 98 64 36 16 6 1
0.00175 418 336 245 169 108 63 36 20 6 0
0.00357 402 322 239 165 114 64 31 19 3 1
0.00731 394 308 234 177 114 61 37 16 3 0
0.0149 402 335 234 173 108 71 34 20 3 1
0.0306 397 321 246 165 100 63 37 16 5 1
0.0625 426 319 246 167 99 72 31 19 4 1

Subsampled models

Download the results from the server:

all_cruise_id="KM1508 KM1512 KM1513 KOK1515 KM1518 KM1601 KM1602 KOK1604 KOK1606 KOK1607 KOK1608 KOK1609 MGL1704 KM1708  KM1712 KM1713 KM1717  KOK1801 KM1802 KOK1803 FK180310-1 FK180310-2"
for cruise_id in all_cruise_id
do
    echo $cruise_id
    from=sangwonh@discovery.usc.edu:projdir/output/flowmixapp/data/02-estimate/$cruise_id/summaries/*
    to=/home/sangwonh/repos/flowmixapp/data/02-estimate/$cruise_id/summaries/.
    mkdir -p  $to
    rsync -auv $from $to
done

Now, we’ll load the summaries and aggregate the information from all experiments – original and subsampling replicates.

This creates summary files named e.g. KM1601-grand-summary.RDS.

all_cruise_id = c("KM1508",
                  "KM1512",
                  ## "KM1513", ## This has fold 4 missing altogether; why is this?
                  "KOK1515",
                  "KM1518",
                  "KM1601",
                  "KM1602",
                  "KOK1604",
                  "KOK1606",
                  "KOK1607",
                  "KOK1608",
                  "KOK1609", ##"KOK1608a", , "KOK1609a"
                  ## c("KM1712"), ## Need to download covariates, bin properly and run again.
                  "MGL1704", "KM1708",
                  "KM1709", ## No subsampling yet
                  "KM1713", ## No subsampling yet
                  "KM1717", "KOK1801", "KM1802", ## These are new.
                  "KOK1803",  "FK180310-1", "FK180310-2") ## "KM1805" ## Too little data in 1805

for(cruise_id in all_cruise_id){
  tryCatch({
  subsample_summarize(cruise_id = cruise_id,
                      save = TRUE,
                      nsim = 100,
                      outputdir = "~/projdir/output/flowmixapp/data/02-estimate",
                      outputdir_cytograms = "~/projdir/output/flowmixapp/data/01-cytograms",
                      verbose = TRUE)
  }, error = function(e){
    print("error occurred!")
    return(NULL)
  })
}

Beta coefficients and stability

varnames = c("diam", "chl", "pe")
numclust = 10
dimdat = 3
for(cruise_id in all_cruise_id){

  ## Read in the summary over all subsampled models.
  filename = paste0(cruise_id, "-grand-summary.RDS")
  summarydir = file.path(outputdir, cruise_id, "summaries")
  if(!file.exists(file.path(summarydir, filename))) next
  obj = readRDS(file = file.path(summarydir, filename))

  ## Cluster labels
  one_mapmat_long = mapmat_long %>% filter(cruise_id == !!(cruise_id)) %>% arrange(value) %>% na.omit()
  stopifnot((one_mapmat_long %>% pull(value)) == (1:10))
  cluster_labels = one_mapmat_long %>% pull(name)

  for(iclust in 1:numclust){
    ## cat("###", cruise_id, paste0("clust-", iclust))
    cat("###", cruise_id, cluster_labels[iclust])

    threetables = lapply(1:dimdat, function(idim){
      pipeline = function(a, varname){
        a %>% as.data.frame() %>%  magrittr::set_colnames(varname) %>% 
        tibble::rownames_to_column(var="variable")  %>% as_tibble()
      }
      stab = obj$beta_freq %>% .[iclust, ,idim] %>% pipeline("stab")
      coef = obj$origres$beta %>% .[[iclust]] %>% .[,idim] %>% pipeline("est")
      combined = full_join(stab, coef) %>%
        arrange(-stab) %>%
        mutate(stab = print_sparsify(stab),
               est = print_sparsify(est)) %>%
        filter(variable != "intp") %>%
        magrittr::set_colnames(c("variable", paste0(varnames[idim], "_stab"),
                                 paste0(varnames[idim], "_est")))
      return(combined)
    })

    ## Combine and kable-ify
    threetables %>% do.call(cbind, .) %>% knitr::kable(caption="beta coefficients") %>% print()
      cat(fill = TRUE)
  }
}

KM1508 bead

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 0.63 0.001 sla 0.61 -0.006 par_3 0.7 -0.013
par_9 0.56 0.001 par_6 0.46 0 par_12 0.48 .
par_6 0.47 0.018 par_9 0.37 0.003 sla 0.44 .
par_12 0.38 . par 0.36 -0.007 par_9 0.41 .
par 0.29 . par_3 0.31 . par_6 0.37 .
northward_wind 0.21 . par_12 0.31 . wind_speed 0.33 .
vgosa 0.19 . wind_speed 0.27 . par 0.32 .
ugos 0.18 . vgos 0.2 . ugos 0.2 .
vgos 0.14 . Fe 0.19 . surface_downward_northward_stress 0.19 .
sla 0.06 . northward_wind 0.11 . vgosa 0.16 .
wind_speed 0.06 . ugosa 0.09 . sss 0.13 .
ugosa 0.04 . ugos 0.09 . vgos 0.12 .
surface_downward_northward_stress 0.03 . surface_downward_northward_stress 0.05 . Fe 0.11 .
sss_cruise 0.02 . vgosa 0.04 . northward_wind 0.09 .
density_WOA_clim 0.01 . density_WOA_clim 0.02 . sss_cruise 0.07 .
sst_cruise 0.01 . sss 0.02 . wind_stress 0.07 .
sst 0.01 . sss_cruise 0.01 . ugosa 0.03 .
Fe 0.01 . AOU_WOA_clim . . AOU_WOA_clim . .
eastward_wind 0.01 . o2sat_WOA_clim . . density_WOA_clim . .
sss 0.01 . oxygen_WOA_clim . . o2sat_WOA_clim . .
AOU_WOA_clim . . salinity_WOA_clim . . oxygen_WOA_clim . .
o2sat_WOA_clim . . conductivity_WOA_clim . . salinity_WOA_clim . .
oxygen_WOA_clim . . nitrate_WOA_clim . . conductivity_WOA_clim . .
salinity_WOA_clim . . phosphate_WOA_clim . . nitrate_WOA_clim . .
conductivity_WOA_clim . . silicate_WOA_clim . . phosphate_WOA_clim . .
nitrate_WOA_clim . . sst_cruise . . silicate_WOA_clim . .
phosphate_WOA_clim . . Si . . sst_cruise . .
silicate_WOA_clim . . NO3 . . Si . .
Si . . CHL . . NO3 . .
NO3 . . PHYC . . CHL . .
CHL . . PO4 . . PHYC . .
PHYC . . O2 . . PO4 . .
PO4 . . sst . . O2 . .
O2 . . PP . . sst . .
PP . . wind_stress . . PP . .
wind_stress . . eastward_wind . . eastward_wind . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .

KM1508 pico2_1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 1 0.144 par_6 0.97 0.047 par 1 0.092
par_3 0.99 0.146 par_3 0.96 -0.042 par_3 0.99 0.102
par_9 0.99 0.091 par_9 0.94 0.026 par_12 0.96 0.063
par_12 0.99 0.164 par 0.93 -0.027 northward_wind 0.83 0.03
par 0.9 0.066 par_12 0.83 . par_9 0.8 .
sla 0.81 -0.064 northward_wind 0.75 0.03 ugos 0.75 0.021
vgosa 0.64 -0.072 vgos 0.67 -0.025 par_6 0.69 .
surface_downward_northward_stress 0.57 . Fe 0.66 -0.054 sla 0.6 -0.044
ugos 0.39 . wind_speed 0.66 -0.048 vgosa 0.41 0.01
Fe 0.36 0.053 sss_cruise 0.53 -0.052 vgos 0.32 .
sss_cruise 0.35 0.055 sss 0.49 -0.033 wind_stress 0.31 .
ugosa 0.32 0.002 ugosa 0.48 -0.015 sss_cruise 0.3 .
northward_wind 0.32 . eastward_wind 0.45 0.02 sss 0.29 .
vgos 0.26 . sla 0.43 . density_WOA_clim 0.17 .
sss 0.26 . ugos 0.43 . sst_cruise 0.15 .
eastward_wind 0.24 . density_WOA_clim 0.22 . Fe 0.15 .
wind_speed 0.18 . sst_cruise 0.21 . surface_downward_northward_stress 0.09 .
wind_stress 0.15 . surface_downward_northward_stress 0.19 . wind_speed 0.08 .
density_WOA_clim 0.14 . vgosa 0.17 . ugosa 0.07 .
sst_cruise 0.12 . wind_stress 0.06 . eastward_wind 0.02 .
sst 0.01 . sst 0.03 . sst 0.01 .
AOU_WOA_clim . . AOU_WOA_clim . . surface_downward_eastward_stress 0.01 .
o2sat_WOA_clim . . o2sat_WOA_clim . . AOU_WOA_clim . .
oxygen_WOA_clim . . oxygen_WOA_clim . . o2sat_WOA_clim . .
salinity_WOA_clim . . salinity_WOA_clim . . oxygen_WOA_clim . .
conductivity_WOA_clim . . conductivity_WOA_clim . . salinity_WOA_clim . .
nitrate_WOA_clim . . nitrate_WOA_clim . . conductivity_WOA_clim . .
phosphate_WOA_clim . . phosphate_WOA_clim . . nitrate_WOA_clim . .
silicate_WOA_clim . . silicate_WOA_clim . . phosphate_WOA_clim . .
Si . . Si . . silicate_WOA_clim . .
NO3 . . NO3 . . Si . .
CHL . . CHL . . NO3 . .
PHYC . . PHYC . . CHL . .
PO4 . . PO4 . . PHYC . .
O2 . . O2 . . PO4 . .
PP . . PP . . O2 . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . PP . .

KM1508 bg1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 0.47 . par_3 0.57 . par 0.52 .
par_6 0.43 . par 0.54 . par_3 0.46 .
par_9 0.43 0.008 vgos 0.52 . vgos 0.45 .
par 0.41 . par_6 0.47 0.057 par_6 0.4 0.045
par_12 0.25 . sla 0.45 . par_9 0.33 0.015
northward_wind 0.24 -0.071 par_12 0.36 . par_12 0.33 .
sla 0.19 . par_9 0.3 . sla 0.27 .
Fe 0.16 . Fe 0.27 . northward_wind 0.24 .
vgosa 0.15 . wind_speed 0.26 . ugos 0.17 .
vgos 0.15 . northward_wind 0.12 . wind_speed 0.15 .
ugosa 0.11 . ugos 0.07 . Fe 0.14 .
wind_speed 0.1 . ugosa 0.05 . vgosa 0.07 .
ugos 0.07 . surface_downward_northward_stress 0.05 . ugosa 0.06 .
surface_downward_northward_stress 0.05 . density_WOA_clim 0.03 . sss 0.06 .
sss_cruise 0.02 . sss 0.03 . surface_downward_northward_stress 0.05 .
density_WOA_clim 0.01 . sss_cruise 0.02 . wind_stress 0.03 .
sst_cruise 0.01 . vgosa 0.01 . sss_cruise 0.01 .
eastward_wind 0.01 . AOU_WOA_clim . . AOU_WOA_clim . .
sss 0.01 . o2sat_WOA_clim . . density_WOA_clim . .
AOU_WOA_clim . . oxygen_WOA_clim . . o2sat_WOA_clim . .
o2sat_WOA_clim . . salinity_WOA_clim . . oxygen_WOA_clim . .
oxygen_WOA_clim . . conductivity_WOA_clim . . salinity_WOA_clim . .
salinity_WOA_clim . . nitrate_WOA_clim . . conductivity_WOA_clim . .
conductivity_WOA_clim . . phosphate_WOA_clim . . nitrate_WOA_clim . .
nitrate_WOA_clim . . silicate_WOA_clim . . phosphate_WOA_clim . .
phosphate_WOA_clim . . sst_cruise . . silicate_WOA_clim . .
silicate_WOA_clim . . Si . . sst_cruise . .
Si . . NO3 . . Si . .
NO3 . . CHL . . NO3 . .
CHL . . PHYC . . CHL . .
PHYC . . PO4 . . PHYC . .
PO4 . . O2 . . PO4 . .
O2 . . sst . . O2 . .
sst . . PP . . sst . .
PP . . wind_stress . . PP . .
wind_stress . . eastward_wind . . eastward_wind . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .

KM1508 rest1_1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par 0.77 . par 0.66 . vgos 0.55 .
par_3 0.73 . par_6 0.51 . par_3 0.48 .
ugosa 0.53 0 par_9 0.49 0.03 par_9 0.44 .
par_9 0.5 -0.009 par_3 0.39 . par_6 0.4 -0.004
par_12 0.42 . sla 0.37 . par_12 0.36 .
sla 0.32 . vgos 0.32 -0.001 par 0.35 .
par_6 0.27 -0.003 par_12 0.28 . wind_speed 0.21 .
Fe 0.2 . Fe 0.15 . northward_wind 0.21 .
vgosa 0.18 -0.006 wind_speed 0.14 . sla 0.2 .
northward_wind 0.17 . northward_wind 0.11 . ugos 0.18 .
ugos 0.15 0.004 ugos 0.1 . ugosa 0.1 .
vgos 0.12 . ugosa 0.08 . wind_stress 0.1 .
surface_downward_northward_stress 0.11 . vgosa 0.06 . surface_downward_northward_stress 0.09 .
sss_cruise 0.06 . wind_stress 0.06 . Fe 0.06 .
wind_speed 0.06 . surface_downward_northward_stress 0.06 . sss_cruise 0.05 .
sss 0.05 . density_WOA_clim 0.02 . vgosa 0.02 .
density_WOA_clim 0.03 . sss_cruise 0.02 . sss 0.02 .
wind_stress 0.02 . sss 0.02 . AOU_WOA_clim . .
eastward_wind 0.01 . sst_cruise 0.01 . density_WOA_clim . .
AOU_WOA_clim . . eastward_wind 0.01 . o2sat_WOA_clim . .
o2sat_WOA_clim . . AOU_WOA_clim . . oxygen_WOA_clim . .
oxygen_WOA_clim . . o2sat_WOA_clim . . salinity_WOA_clim . .
salinity_WOA_clim . . oxygen_WOA_clim . . conductivity_WOA_clim . .
conductivity_WOA_clim . . salinity_WOA_clim . . nitrate_WOA_clim . .
nitrate_WOA_clim . . conductivity_WOA_clim . . phosphate_WOA_clim . .
phosphate_WOA_clim . . nitrate_WOA_clim . . silicate_WOA_clim . .
silicate_WOA_clim . . phosphate_WOA_clim . . sst_cruise . .
sst_cruise . . silicate_WOA_clim . . Si . .
Si . . Si . . NO3 . .
NO3 . . NO3 . . CHL . .
CHL . . CHL . . PHYC . .
PHYC . . PHYC . . PO4 . .
PO4 . . PO4 . . O2 . .
O2 . . O2 . . sst . .
sst . . sst . . PP . .
PP . . PP . . eastward_wind . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .

KM1508 bg2

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 0.4 . vgos 0.49 . par_3 0.37 .
northward_wind 0.39 . sla 0.46 . par_12 0.37 .
par_9 0.27 . par_3 0.41 . vgos 0.37 .
sla 0.26 . par 0.28 . par 0.3 .
par_12 0.24 . par_6 0.27 . Fe 0.2 .
wind_speed 0.24 . Fe 0.19 . par_6 0.19 .
par 0.23 . wind_speed 0.19 . par_9 0.19 .
par_6 0.2 . par_12 0.18 . sla 0.19 .
vgos 0.15 . sss 0.12 . wind_speed 0.18 .
ugos 0.13 . par_9 0.1 . northward_wind 0.13 .
vgosa 0.05 . ugos 0.09 . ugos 0.05 .
Fe 0.04 . northward_wind 0.09 . wind_stress 0.05 .
density_WOA_clim 0.03 . surface_downward_northward_stress 0.08 . ugosa 0.04 .
ugosa 0.03 . ugosa 0.04 . sss 0.02 .
surface_downward_northward_stress 0.03 . vgosa 0.02 . vgosa 0.01 .
sss 0.02 . AOU_WOA_clim . . AOU_WOA_clim . .
AOU_WOA_clim . . density_WOA_clim . . density_WOA_clim . .
o2sat_WOA_clim . . o2sat_WOA_clim . . o2sat_WOA_clim . .
oxygen_WOA_clim . . oxygen_WOA_clim . . oxygen_WOA_clim . .
salinity_WOA_clim . . salinity_WOA_clim . . salinity_WOA_clim . .
conductivity_WOA_clim . . conductivity_WOA_clim . . conductivity_WOA_clim . .
nitrate_WOA_clim . . nitrate_WOA_clim . . nitrate_WOA_clim . .
phosphate_WOA_clim . . phosphate_WOA_clim . . phosphate_WOA_clim . .
silicate_WOA_clim . . silicate_WOA_clim . . silicate_WOA_clim . .
sss_cruise . . sss_cruise . . sss_cruise . .
sst_cruise . . sst_cruise . . sst_cruise . .
Si . . Si . . Si . .
NO3 . . NO3 . . NO3 . .
CHL . . CHL . . CHL . .
PHYC . . PHYC . . PHYC . .
PO4 . . PO4 . . PO4 . .
O2 . . O2 . . O2 . .
sst . . sst . . sst . .
PP . . PP . . PP . .
wind_stress . . wind_stress . . eastward_wind . .
eastward_wind . . eastward_wind . . surface_downward_eastward_stress . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_northward_stress . .

KM1508 pico1_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_9 0.84 0.133 par 0.88 -0.124 par 0.95 0.019
par_6 0.7 0.054 par_3 0.79 -0.113 par_3 0.92 0.001
par_12 0.68 0.067 par_6 0.45 -0.038 vgos 0.77 0.009
sla 0.56 -0.054 par_12 0.41 . sla 0.62 0.013
vgos 0.38 . par_9 0.38 . par_12 0.59 .
vgosa 0.37 -0.053 vgosa 0.37 0.062 sss 0.45 0.008
par 0.33 . sss_cruise 0.27 . par_9 0.43 .
par_3 0.26 . Fe 0.27 . par_6 0.36 .
Fe 0.21 . sla 0.25 . ugos 0.32 .
wind_speed 0.18 . vgos 0.24 . northward_wind 0.27 .
northward_wind 0.17 . ugos 0.23 . wind_speed 0.22 .
ugos 0.14 . sss 0.18 . Fe 0.17 .
surface_downward_northward_stress 0.09 . northward_wind 0.17 . surface_downward_northward_stress 0.1 .
sss 0.08 . wind_speed 0.12 . vgosa 0.07 .
density_WOA_clim 0.05 . surface_downward_northward_stress 0.06 . density_WOA_clim 0.03 .
sst 0.05 . density_WOA_clim 0.05 . sss_cruise 0.03 .
ugosa 0.03 . ugosa 0.05 . ugosa 0.03 .
sst_cruise 0.02 . wind_stress 0.02 . wind_stress 0.01 .
eastward_wind 0.02 . eastward_wind 0.01 . AOU_WOA_clim . .
oxygen_WOA_clim 0.01 . surface_downward_eastward_stress 0.01 . o2sat_WOA_clim . .
sss_cruise 0.01 . AOU_WOA_clim . . oxygen_WOA_clim . .
AOU_WOA_clim . . o2sat_WOA_clim . . salinity_WOA_clim . .
o2sat_WOA_clim . . oxygen_WOA_clim . . conductivity_WOA_clim . .
salinity_WOA_clim . . salinity_WOA_clim . . nitrate_WOA_clim . .
conductivity_WOA_clim . . conductivity_WOA_clim . . phosphate_WOA_clim . .
nitrate_WOA_clim . . nitrate_WOA_clim . . silicate_WOA_clim . .
phosphate_WOA_clim . . phosphate_WOA_clim . . sst_cruise . .
silicate_WOA_clim . . silicate_WOA_clim . . Si . .
Si . . sst_cruise . . NO3 . .
NO3 . . Si . . CHL . .
CHL . . NO3 . . PHYC . .
PHYC . . CHL . . PO4 . .
PO4 . . PHYC . . O2 . .
O2 . . PO4 . . sst . .
PP . . O2 . . PP . .
wind_stress . . sst . . eastward_wind . .
surface_downward_eastward_stress . . PP . . surface_downward_eastward_stress . .

KM1508 syn

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 0.91 0.067 par_3 0.91 -0.052 par_12 0.82 -0.085
par_6 0.89 0.084 par 0.73 -0.016 par_6 0.57 -0.032
par_9 0.79 0.037 par_12 0.6 -0.034 par_9 0.56 -0.004
par_12 0.71 0.054 ugos 0.48 . par 0.45 .
par 0.67 0.033 sss 0.45 -0.077 sla 0.43 .
sla 0.57 . sla 0.39 . par_3 0.41 .
vgosa 0.53 -0.037 vgos 0.34 . ugos 0.41 0.003
sss 0.32 . par_9 0.29 . vgos 0.39 -0.01
ugos 0.3 . par_6 0.28 . Fe 0.33 .
northward_wind 0.29 . Fe 0.23 . vgosa 0.3 .
Fe 0.26 . vgosa 0.13 . sss 0.3 .
vgos 0.22 . surface_downward_northward_stress 0.13 . northward_wind 0.19 .
wind_speed 0.14 . northward_wind 0.12 0.003 sss_cruise 0.06 .
sss_cruise 0.08 . wind_speed 0.08 . wind_speed 0.06 .
surface_downward_northward_stress 0.08 . density_WOA_clim 0.04 . surface_downward_northward_stress 0.04 .
sst 0.04 . ugosa 0.02 . wind_stress 0.03 .
density_WOA_clim 0.03 . wind_stress 0.02 . density_WOA_clim 0.01 .
eastward_wind 0.03 . AOU_WOA_clim . . ugosa 0.01 .
ugosa 0.02 . o2sat_WOA_clim . . AOU_WOA_clim . .
sst_cruise 0.01 . oxygen_WOA_clim . . o2sat_WOA_clim . .
wind_stress 0.01 . salinity_WOA_clim . . oxygen_WOA_clim . .
AOU_WOA_clim . . conductivity_WOA_clim . . salinity_WOA_clim . .
o2sat_WOA_clim . . nitrate_WOA_clim . . conductivity_WOA_clim . .
oxygen_WOA_clim . . phosphate_WOA_clim . . nitrate_WOA_clim . .
salinity_WOA_clim . . silicate_WOA_clim . . phosphate_WOA_clim . .
conductivity_WOA_clim . . sss_cruise . . silicate_WOA_clim . .
nitrate_WOA_clim . . sst_cruise . . sst_cruise . .
phosphate_WOA_clim . . Si . . Si . .
silicate_WOA_clim . . NO3 . . NO3 . .
Si . . CHL . . CHL . .
NO3 . . PHYC . . PHYC . .
CHL . . PO4 . . PO4 . .
PHYC . . O2 . . O2 . .
PO4 . . sst . . sst . .
O2 . . PP . . PP . .
PP . . eastward_wind . . eastward_wind . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .

KM1508 rest2_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 0.75 0.077 par_3 0.85 -0.014 par_6 0.57 0.007
par_9 0.5 0 vgos 0.81 -0.03 par 0.54 0.008
par_3 0.48 . par 0.75 -0.004 par_3 0.51 .
par 0.25 . sla 0.6 -0.016 sla 0.48 -0.001
vgosa 0.24 . par_6 0.44 -0.003 par_9 0.43 0.002
northward_wind 0.24 . wind_speed 0.38 . vgos 0.36 .
par_12 0.21 . par_12 0.29 0.001 wind_speed 0.35 -0.001
vgos 0.12 . par_9 0.28 . par_12 0.3 .
sla 0.11 . surface_downward_northward_stress 0.15 0.007 Fe 0.19 .
surface_downward_northward_stress 0.1 . Fe 0.11 . vgosa 0.19 .
Fe 0.09 . ugosa 0.1 . ugos 0.19 .
ugos 0.07 . wind_stress 0.1 . surface_downward_northward_stress 0.19 0.004
wind_speed 0.07 . northward_wind 0.08 . northward_wind 0.13 .
density_WOA_clim 0.04 . ugos 0.05 . ugosa 0.09 .
ugosa 0.04 . sss 0.05 . sss 0.08 .
sss_cruise 0.01 . vgosa 0.03 . sss_cruise 0.04 .
sss 0.01 . sss_cruise 0.01 . wind_stress 0.03 .
AOU_WOA_clim . . AOU_WOA_clim . . AOU_WOA_clim . .
o2sat_WOA_clim . . density_WOA_clim . . density_WOA_clim . .
oxygen_WOA_clim . . o2sat_WOA_clim . . o2sat_WOA_clim . .
salinity_WOA_clim . . oxygen_WOA_clim . . oxygen_WOA_clim . .
conductivity_WOA_clim . . salinity_WOA_clim . . salinity_WOA_clim . .
nitrate_WOA_clim . . conductivity_WOA_clim . . conductivity_WOA_clim . .
phosphate_WOA_clim . . nitrate_WOA_clim . . nitrate_WOA_clim . .
silicate_WOA_clim . . phosphate_WOA_clim . . phosphate_WOA_clim . .
sst_cruise . . silicate_WOA_clim . . silicate_WOA_clim . .
Si . . sst_cruise . . sst_cruise . .
NO3 . . Si . . Si . .
CHL . . NO3 . . NO3 . .
PHYC . . CHL . . CHL . .
PO4 . . PHYC . . PHYC . .
O2 . . PO4 . . PO4 . .
sst . . O2 . . O2 . .
PP . . sst . . sst . .
wind_stress . . PP . . PP . .
eastward_wind . . eastward_wind . . eastward_wind . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .

KM1508 small

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 0.92 0.046 par_3 0.81 0.011 par_3 0.79 0.004
par_6 0.88 0.057 par_6 0.8 0.027 par_6 0.73 0.005
par_9 0.81 0.043 par 0.79 0.023 par 0.49 0.002
par 0.74 0.028 par_9 0.74 0.03 par_9 0.48 0.002
par_12 0.66 . vgos 0.41 . sla 0.47 -0.003
sla 0.62 -0.028 sla 0.38 . par_12 0.41 .
vgosa 0.48 -0.003 par_12 0.3 . wind_speed 0.4 .
ugosa 0.46 -0.027 ugosa 0.23 . northward_wind 0.38 .
northward_wind 0.46 -0.009 ugos 0.16 . surface_downward_northward_stress 0.29 0.003
Fe 0.42 0.003 northward_wind 0.15 . ugos 0.27 .
sss_cruise 0.26 . Fe 0.13 . vgosa 0.21 .
vgos 0.24 -0.036 wind_speed 0.13 . sss 0.21 .
sss 0.19 . sss_cruise 0.11 . sss_cruise 0.19 0.002
wind_speed 0.13 . surface_downward_northward_stress 0.11 0.001 Fe 0.17 .
surface_downward_northward_stress 0.12 . sss 0.06 . vgos 0.14 .
density_WOA_clim 0.11 . wind_stress 0.04 . ugosa 0.09 .
ugos 0.11 . vgosa 0.03 . density_WOA_clim 0.03 .
wind_stress 0.07 . density_WOA_clim 0.02 . sst_cruise 0.03 .
sst_cruise 0.05 . sst_cruise 0.02 . wind_stress 0.02 .
O2 0.03 . eastward_wind 0.01 . eastward_wind 0.02 .
eastward_wind 0.02 . AOU_WOA_clim . . AOU_WOA_clim . .
AOU_WOA_clim 0.01 . o2sat_WOA_clim . . o2sat_WOA_clim . .
o2sat_WOA_clim 0.01 . oxygen_WOA_clim . . oxygen_WOA_clim . .
sst 0.01 . salinity_WOA_clim . . salinity_WOA_clim . .
oxygen_WOA_clim . . conductivity_WOA_clim . . conductivity_WOA_clim . .
salinity_WOA_clim . . nitrate_WOA_clim . . nitrate_WOA_clim . .
conductivity_WOA_clim . . phosphate_WOA_clim . . phosphate_WOA_clim . .
nitrate_WOA_clim . . silicate_WOA_clim . . silicate_WOA_clim . .
phosphate_WOA_clim . . Si . . Si . .
silicate_WOA_clim . . NO3 . . NO3 . .
Si . . CHL . . CHL . .
NO3 . . PHYC . . PHYC . .
CHL . . PO4 . . PO4 . .
PHYC . . O2 . . O2 . .
PO4 . . sst . . sst . .
PP . . PP . . PP . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .

KM1508 pro1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 1 0.082 par 0.99 -0.026 par_6 0.88 0.004
par_6 1 0.157 par_9 0.97 0.061 par_3 0.77 0.007
par_9 1 0.096 vgos 0.91 -0.065 par 0.7 0.007
par 0.99 0.115 ugos 0.9 -0.04 northward_wind 0.69 .
vgosa 0.97 -0.085 par_12 0.84 -0.008 par_12 0.68 0.002
par_12 0.95 0.028 par_3 0.83 . sla 0.58 .
northward_wind 0.84 -0.029 sss 0.83 -0.097 par_9 0.56 0.002
sss 0.8 0.134 sss_cruise 0.67 . wind_speed 0.5 .
sla 0.79 -0.052 par_6 0.65 0.032 sss 0.48 0.004
ugosa 0.69 -0.063 northward_wind 0.54 0.009 sss_cruise 0.47 .
Fe 0.66 0.039 sla 0.52 . ugos 0.44 0.004
density_WOA_clim 0.5 -0.027 Fe 0.43 . vgosa 0.42 .
ugos 0.49 . surface_downward_northward_stress 0.24 . vgos 0.28 .
sss_cruise 0.43 . wind_speed 0.15 . Fe 0.25 .
sst_cruise 0.32 . wind_stress 0.13 . surface_downward_northward_stress 0.25 0.005
surface_downward_northward_stress 0.28 . density_WOA_clim 0.11 . ugosa 0.21 .
wind_speed 0.23 . eastward_wind 0.11 . wind_stress 0.1 .
eastward_wind 0.16 . vgosa 0.1 . sst_cruise 0.06 .
wind_stress 0.15 . o2sat_WOA_clim 0.07 . density_WOA_clim 0.05 .
O2 0.07 . AOU_WOA_clim 0.04 . eastward_wind 0.04 .
vgos 0.07 . ugosa 0.03 . AOU_WOA_clim . .
sst 0.05 . sst 0.02 . o2sat_WOA_clim . .
o2sat_WOA_clim 0.04 . sst_cruise 0.01 . oxygen_WOA_clim . .
AOU_WOA_clim 0.01 . oxygen_WOA_clim . . salinity_WOA_clim . .
conductivity_WOA_clim 0.01 . salinity_WOA_clim . . conductivity_WOA_clim . .
silicate_WOA_clim 0.01 . conductivity_WOA_clim . . nitrate_WOA_clim . .
PP 0.01 . nitrate_WOA_clim . . phosphate_WOA_clim . .
oxygen_WOA_clim . . phosphate_WOA_clim . . silicate_WOA_clim . .
salinity_WOA_clim . . silicate_WOA_clim . . Si . .
nitrate_WOA_clim . . Si . . NO3 . .
phosphate_WOA_clim . . NO3 . . CHL . .
Si . . CHL . . PHYC . .
NO3 . . PHYC . . PO4 . .
CHL . . PO4 . . O2 . .
PHYC . . O2 . . sst . .
PO4 . . PP . . PP . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .

KM1512 pico4_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 0.61 -0.021 par_6 0.48 -0.053 par 0.75 0.002
par_9 0.6 . par 0.42 0.064 Fe 0.53 .
par 0.46 . par_3 0.41 . par_3 0.51 .
par_3 0.37 -0.004 par_9 0.39 -0.01 par_12 0.48 .
par_12 0.36 0.017 par_12 0.37 . par_6 0.45 .
Fe 0.25 -0.012 Fe 0.33 . northward_wind 0.41 .
ugos 0.23 . ugos 0.25 . par_9 0.4 .
northward_wind 0.23 . vgos 0.2 . vgos 0.37 .
sss 0.18 . northward_wind 0.16 . wind_speed 0.25 .
vgosa 0.17 . sss 0.15 . ugos 0.19 .
wind_speed 0.15 . PO4 0.12 . vgosa 0.09 .
sla 0.14 . wind_speed 0.12 . sss 0.08 .
vgos 0.12 . sla 0.11 . o2sat_WOA_clim 0.07 .
o2sat_WOA_clim 0.1 . o2sat_WOA_clim 0.1 . density_WOA_clim 0.05 .
ugosa 0.1 . vgosa 0.09 . sss_cruise 0.05 .
wind_stress 0.1 . wind_stress 0.07 . ugosa 0.05 .
density_WOA_clim 0.05 . eastward_wind 0.07 . surface_downward_northward_stress 0.05 .
sst_cruise 0.05 . ugosa 0.06 . sla 0.03 .
PO4 0.05 . sst_cruise 0.05 . sst_cruise 0.02 .
O2 0.04 . phosphate_WOA_clim 0.04 . O2 0.01 .
sst 0.04 . surface_downward_northward_stress 0.03 . eastward_wind 0.01 .
eastward_wind 0.04 . salinity_WOA_clim 0.02 . AOU_WOA_clim . .
phosphate_WOA_clim 0.03 . O2 0.02 . oxygen_WOA_clim . .
salinity_WOA_clim 0.02 . sss_cruise 0.01 . salinity_WOA_clim . .
sss_cruise 0.01 . sst 0.01 . conductivity_WOA_clim . .
surface_downward_northward_stress 0.01 . surface_downward_eastward_stress 0.01 . nitrate_WOA_clim . .
AOU_WOA_clim . . AOU_WOA_clim . . phosphate_WOA_clim . .
oxygen_WOA_clim . . density_WOA_clim . . silicate_WOA_clim . .
conductivity_WOA_clim . . oxygen_WOA_clim . . Si . .
nitrate_WOA_clim . . conductivity_WOA_clim . . NO3 . .
silicate_WOA_clim . . nitrate_WOA_clim . . CHL . .
Si . . silicate_WOA_clim . . PHYC . .
NO3 . . Si . . PO4 . .
CHL . . NO3 . . sst . .
PHYC . . CHL . . PP . .
PP . . PHYC . . wind_stress . .
surface_downward_eastward_stress . . PP . . surface_downward_eastward_stress . .

KM1512 rest1_1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_9 0.43 0.003 par_3 0.39 -0.015 par_6 0.45 -0.013
Fe 0.39 . par_9 0.38 0.017 par_9 0.35 .
vgos 0.32 0.003 par 0.34 . Fe 0.34 .
northward_wind 0.31 0.004 par_12 0.3 . par 0.31 .
par 0.27 . par_6 0.26 . par_3 0.27 .
par_6 0.27 . Fe 0.26 . par_12 0.26 .
par_12 0.26 . vgos 0.2 . vgos 0.23 .
par_3 0.24 . northward_wind 0.16 . northward_wind 0.17 .
vgosa 0.14 . ugos 0.11 . ugos 0.16 .
wind_speed 0.14 . wind_speed 0.09 . vgosa 0.11 .
ugos 0.08 . vgosa 0.07 . wind_speed 0.08 .
density_WOA_clim 0.07 . sla 0.03 . sla 0.07 .
sla 0.07 . o2sat_WOA_clim 0.02 . sss 0.05 .
wind_stress 0.07 . density_WOA_clim 0.01 . density_WOA_clim 0.04 .
o2sat_WOA_clim 0.04 . ugosa 0.01 . o2sat_WOA_clim 0.04 .
PO4 0.04 . sss 0.01 . PO4 0.03 .
Si 0.02 . AOU_WOA_clim . . ugosa 0.03 .
sss 0.01 . oxygen_WOA_clim . . Si 0.02 .
AOU_WOA_clim . . salinity_WOA_clim . . AOU_WOA_clim 0.01 .
oxygen_WOA_clim . . conductivity_WOA_clim . . wind_stress 0.01 .
salinity_WOA_clim . . nitrate_WOA_clim . . oxygen_WOA_clim . .
conductivity_WOA_clim . . phosphate_WOA_clim . . salinity_WOA_clim . .
nitrate_WOA_clim . . silicate_WOA_clim . . conductivity_WOA_clim . .
phosphate_WOA_clim . . sss_cruise . . nitrate_WOA_clim . .
silicate_WOA_clim . . sst_cruise . . phosphate_WOA_clim . .
sss_cruise . . Si . . silicate_WOA_clim . .
sst_cruise . . NO3 . . sss_cruise . .
NO3 . . CHL . . sst_cruise . .
CHL . . PHYC . . NO3 . .
PHYC . . PO4 . . CHL . .
O2 . . O2 . . PHYC . .
sst . . sst . . O2 . .
PP . . PP . . sst . .
ugosa . . wind_stress . . PP . .
eastward_wind . . eastward_wind . . eastward_wind . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
surface_downward_northward_stress . . surface_downward_northward_stress . . surface_downward_northward_stress . .

KM1512 croco

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_9 0.86 0.247 par_3 0.76 -0.125 par_9 0.84 -0.264
par_3 0.7 0.15 par_6 0.7 -0.1 par 0.73 0.085
par_6 0.66 0.113 par_9 0.62 -0.073 par_3 0.68 0.081
par_12 0.64 0.104 par_12 0.53 -0.034 northward_wind 0.46 -0.028
par 0.57 -0.019 par 0.51 0.036 vgos 0.45 0.077
Fe 0.47 -0.038 Fe 0.5 0.062 par_12 0.37 .
northward_wind 0.43 . northward_wind 0.46 . wind_speed 0.28 .
o2sat_WOA_clim 0.35 . ugos 0.43 0.005 Fe 0.26 .
ugos 0.35 . vgosa 0.25 . par_6 0.24 .
sss 0.32 -0.137 o2sat_WOA_clim 0.21 . vgosa 0.24 .
wind_speed 0.29 . sss 0.2 . ugos 0.2 .
vgos 0.18 . vgos 0.16 . density_WOA_clim 0.17 .
vgosa 0.16 . wind_speed 0.1 . o2sat_WOA_clim 0.1 .
wind_stress 0.15 0.032 wind_stress 0.08 . wind_stress 0.05 .
sla 0.12 . sss_cruise 0.07 . AOU_WOA_clim 0.03 .
ugosa 0.1 . AOU_WOA_clim 0.06 . sss 0.03 .
density_WOA_clim 0.08 . density_WOA_clim 0.05 . Si 0.02 .
AOU_WOA_clim 0.05 . sla 0.05 . ugosa 0.02 .
phosphate_WOA_clim 0.03 . ugosa 0.04 . phosphate_WOA_clim 0.01 .
PO4 0.03 . phosphate_WOA_clim 0.03 . PO4 0.01 .
surface_downward_northward_stress 0.03 . O2 0.03 . O2 0.01 .
sst_cruise 0.02 . sst 0.01 . sst 0.01 .
sst 0.02 . eastward_wind 0.01 . oxygen_WOA_clim . .
sss_cruise 0.01 . surface_downward_northward_stress 0.01 . salinity_WOA_clim . .
Si 0.01 . oxygen_WOA_clim . . conductivity_WOA_clim . .
O2 0.01 . salinity_WOA_clim . . nitrate_WOA_clim . .
eastward_wind 0.01 . conductivity_WOA_clim . . silicate_WOA_clim . .
oxygen_WOA_clim . . nitrate_WOA_clim . . sss_cruise . .
salinity_WOA_clim . . silicate_WOA_clim . . sst_cruise . .
conductivity_WOA_clim . . sst_cruise . . NO3 . .
nitrate_WOA_clim . . Si . . CHL . .
silicate_WOA_clim . . NO3 . . PHYC . .
NO3 . . CHL . . PP . .
CHL . . PHYC . . sla . .
PHYC . . PO4 . . eastward_wind . .
PP . . PP . . surface_downward_eastward_stress . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_northward_stress . .

KM1512 rest2_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_9 0.72 0.195 par_9 0.45 0.004 northward_wind 0.69 -0.028
par 0.45 . par_12 0.44 . par 0.56 0.005
par_6 0.44 0.049 par_3 0.43 . par_6 0.47 .
par_3 0.34 . northward_wind 0.42 -0.014 par_9 0.47 0.001
Fe 0.28 . par_6 0.4 . par_3 0.4 0.007
par_12 0.22 . par 0.32 . Fe 0.35 .
northward_wind 0.22 . ugos 0.24 0.001 par_12 0.31 .
vgosa 0.21 . Fe 0.23 0.003 o2sat_WOA_clim 0.26 .
ugos 0.21 . vgos 0.14 . ugos 0.22 .
sss 0.2 . wind_speed 0.1 . vgos 0.21 .
vgos 0.16 . vgosa 0.06 . vgosa 0.1 .
o2sat_WOA_clim 0.1 . o2sat_WOA_clim 0.05 . wind_speed 0.1 .
sla 0.1 . sla 0.03 . sla 0.08 .
wind_speed 0.09 . sss 0.03 . sss 0.07 .
PO4 0.06 . ugosa 0.02 . density_WOA_clim 0.04 .
surface_downward_northward_stress 0.06 . O2 0.01 . surface_downward_northward_stress 0.03 .
sst_cruise 0.05 . wind_stress 0.01 . sss_cruise 0.02 .
ugosa 0.05 . eastward_wind 0.01 . phosphate_WOA_clim 0.01 .
wind_stress 0.05 . surface_downward_northward_stress 0.01 . sst_cruise 0.01 .
density_WOA_clim 0.04 . AOU_WOA_clim . . PO4 0.01 .
sst 0.03 . density_WOA_clim . . ugosa 0.01 .
sss_cruise 0.02 . oxygen_WOA_clim . . AOU_WOA_clim . .
O2 0.01 . salinity_WOA_clim . . oxygen_WOA_clim . .
eastward_wind 0.01 . conductivity_WOA_clim . . salinity_WOA_clim . .
AOU_WOA_clim . . nitrate_WOA_clim . . conductivity_WOA_clim . .
oxygen_WOA_clim . . phosphate_WOA_clim . . nitrate_WOA_clim . .
salinity_WOA_clim . . silicate_WOA_clim . . silicate_WOA_clim . .
conductivity_WOA_clim . . sss_cruise . . Si . .
nitrate_WOA_clim . . sst_cruise . . NO3 . .
phosphate_WOA_clim . . Si . . CHL . .
silicate_WOA_clim . . NO3 . . PHYC . .
Si . . CHL . . O2 . .
NO3 . . PHYC . . sst . .
CHL . . PO4 . . PP . .
PHYC . . sst . . wind_stress . .
PP . . PP . . eastward_wind . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .

KM1512 bg

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_9 0.67 0.075 ugos 0.54 . par_9 0.51 .
Fe 0.4 -0.023 par 0.44 -0.005 par_12 0.41 -0.088
par_12 0.35 0.059 par_6 0.43 0.019 ugos 0.34 0.113
par 0.34 -0.005 par_3 0.4 . northward_wind 0.34 -0.032
ugos 0.33 -0.053 par_12 0.35 . par_6 0.33 0.001
par_6 0.28 . northward_wind 0.29 . par 0.29 .
par_3 0.23 . par_9 0.23 . Fe 0.22 .
northward_wind 0.18 . Fe 0.19 . par_3 0.2 .
vgosa 0.12 . vgosa 0.17 . vgosa 0.18 .
vgos 0.11 . vgos 0.09 . vgos 0.11 .
sss 0.09 . wind_speed 0.06 . o2sat_WOA_clim 0.08 .
wind_speed 0.06 . o2sat_WOA_clim 0.05 . wind_speed 0.05 .
o2sat_WOA_clim 0.05 . sla 0.04 . density_WOA_clim 0.04 .
sla 0.04 . AOU_WOA_clim 0.03 . sla 0.02 .
wind_stress 0.03 . density_WOA_clim 0.03 . wind_stress 0.01 .
density_WOA_clim 0.02 . ugosa 0.02 . AOU_WOA_clim . .
sst_cruise 0.02 . sss_cruise 0.01 . oxygen_WOA_clim . .
O2 0.02 . O2 0.01 . salinity_WOA_clim . .
AOU_WOA_clim 0.01 . wind_stress 0.01 . conductivity_WOA_clim . .
sss_cruise 0.01 . oxygen_WOA_clim . . nitrate_WOA_clim . .
PO4 0.01 . salinity_WOA_clim . . phosphate_WOA_clim . .
sst 0.01 . conductivity_WOA_clim . . silicate_WOA_clim . .
ugosa 0.01 . nitrate_WOA_clim . . sss_cruise . .
surface_downward_northward_stress 0.01 . phosphate_WOA_clim . . sst_cruise . .
oxygen_WOA_clim . . silicate_WOA_clim . . Si . .
salinity_WOA_clim . . sst_cruise . . NO3 . .
conductivity_WOA_clim . . Si . . CHL . .
nitrate_WOA_clim . . NO3 . . PHYC . .
phosphate_WOA_clim . . CHL . . PO4 . .
silicate_WOA_clim . . PHYC . . O2 . .
Si . . PO4 . . sst . .
NO3 . . sst . . PP . .
CHL . . PP . . ugosa . .
PHYC . . eastward_wind . . eastward_wind . .
PP . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
eastward_wind . . surface_downward_northward_stress . . surface_downward_northward_stress . .
surface_downward_eastward_stress . . sss . . sss . .

KM1512 bead

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_9 0.4 . par 0.37 0.021 par_9 0.47 .
Fe 0.29 . par_6 0.34 . par 0.34 -0.002
ugos 0.27 . par_12 0.29 . par_6 0.31 .
par_12 0.25 . par_3 0.27 0.001 ugos 0.26 .
par_6 0.23 . ugos 0.27 . par_12 0.25 .
par_3 0.18 . Fe 0.23 . Fe 0.23 .
par 0.17 . northward_wind 0.19 -0.007 northward_wind 0.23 0.02
northward_wind 0.14 . par_9 0.17 . par_3 0.16 .
vgosa 0.1 . vgos 0.12 . vgos 0.14 .
vgos 0.09 . vgosa 0.07 . vgosa 0.1 .
density_WOA_clim 0.05 . wind_speed 0.07 . wind_speed 0.05 .
wind_stress 0.03 . sla 0.06 . sla 0.02 .
wind_speed 0.03 . density_WOA_clim 0.04 . wind_stress 0.02 .
o2sat_WOA_clim 0.02 . sss 0.04 . density_WOA_clim 0.01 .
sla 0.01 . wind_stress 0.03 . o2sat_WOA_clim 0.01 .
sss 0.01 . sst_cruise 0.02 . sss 0.01 .
AOU_WOA_clim . . O2 0.02 . AOU_WOA_clim . .
oxygen_WOA_clim . . AOU_WOA_clim 0.01 . oxygen_WOA_clim . .
salinity_WOA_clim . . o2sat_WOA_clim 0.01 . salinity_WOA_clim . .
conductivity_WOA_clim . . Si 0.01 . conductivity_WOA_clim . .
nitrate_WOA_clim . . PO4 0.01 . nitrate_WOA_clim . .
phosphate_WOA_clim . . eastward_wind 0.01 . phosphate_WOA_clim . .
silicate_WOA_clim . . surface_downward_northward_stress 0.01 . silicate_WOA_clim . .
sss_cruise . . oxygen_WOA_clim . . sss_cruise . .
sst_cruise . . salinity_WOA_clim . . sst_cruise . .
Si . . conductivity_WOA_clim . . Si . .
NO3 . . nitrate_WOA_clim . . NO3 . .
CHL . . phosphate_WOA_clim . . CHL . .
PHYC . . silicate_WOA_clim . . PHYC . .
PO4 . . sss_cruise . . PO4 . .
O2 . . NO3 . . O2 . .
sst . . CHL . . sst . .
PP . . PHYC . . PP . .
ugosa . . sst . . ugosa . .
eastward_wind . . PP . . eastward_wind . .
surface_downward_eastward_stress . . ugosa . . surface_downward_eastward_stress . .
surface_downward_northward_stress . . surface_downward_eastward_stress . . surface_downward_northward_stress . .

KM1512 pico1_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_9 0.9 0.187 par 0.78 -0.049 par 0.95 0.109
par_6 0.87 0.118 par_6 0.58 0.015 par_3 0.84 0.056
par_3 0.83 0.237 par_3 0.55 -0.002 Fe 0.84 -0.076
par_12 0.53 0.082 par_12 0.55 -0.028 par_12 0.8 -0.03
Fe 0.5 -0.075 par_9 0.54 0.004 northward_wind 0.66 -0.103
ugos 0.48 -0.09 Fe 0.51 . vgos 0.6 0.03
northward_wind 0.46 0.097 vgos 0.41 . par_6 0.54 .
vgosa 0.45 0.048 ugos 0.36 . par_9 0.53 0.014
par 0.44 . northward_wind 0.36 . wind_speed 0.52 -0.125
sss 0.42 -0.378 wind_speed 0.32 0.035 ugos 0.32 .
o2sat_WOA_clim 0.35 -0.06 sla 0.27 0.028 o2sat_WOA_clim 0.26 0.007
sla 0.34 -0.253 o2sat_WOA_clim 0.19 . vgosa 0.19 .
wind_speed 0.22 . ugosa 0.16 0.01 sla 0.12 .
vgos 0.18 . eastward_wind 0.13 . sss 0.12 .
phosphate_WOA_clim 0.15 . sss 0.12 . density_WOA_clim 0.09 .
ugosa 0.15 . surface_downward_northward_stress 0.11 . sss_cruise 0.07 .
PO4 0.12 . sst_cruise 0.1 . ugosa 0.06 .
O2 0.11 . O2 0.08 . surface_downward_northward_stress 0.06 .
surface_downward_northward_stress 0.1 . vgosa 0.07 . sst_cruise 0.03 .
wind_stress 0.08 . PO4 0.06 . sst 0.02 .
density_WOA_clim 0.06 . sss_cruise 0.05 . eastward_wind 0.02 .
sst_cruise 0.06 . wind_stress 0.03 . AOU_WOA_clim 0.01 .
eastward_wind 0.06 . AOU_WOA_clim 0.02 . phosphate_WOA_clim 0.01 .
sst 0.03 . density_WOA_clim 0.02 . O2 0.01 .
sss_cruise 0.02 . salinity_WOA_clim 0.02 . oxygen_WOA_clim . .
AOU_WOA_clim 0.01 . phosphate_WOA_clim 0.02 . salinity_WOA_clim . .
salinity_WOA_clim 0.01 . sst 0.02 . conductivity_WOA_clim . .
surface_downward_eastward_stress 0.01 . surface_downward_eastward_stress 0.02 . nitrate_WOA_clim . .
oxygen_WOA_clim . . oxygen_WOA_clim . . silicate_WOA_clim . .
conductivity_WOA_clim . . conductivity_WOA_clim . . Si . .
nitrate_WOA_clim . . nitrate_WOA_clim . . NO3 . .
silicate_WOA_clim . . silicate_WOA_clim . . CHL . .
Si . . Si . . PHYC . .
NO3 . . NO3 . . PO4 . .
CHL . . CHL . . PP . .
PHYC . . PHYC . . wind_stress . .
PP . . PP . . surface_downward_eastward_stress . .

KM1512 pico2_1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 0.77 0.054 par_12 0.7 -0.042 par 0.77 0.07
par_3 0.61 0.008 par_9 0.66 -0.043 par_6 0.52 -0.007
par_9 0.6 . par_3 0.6 -0.034 par_9 0.51 .
par_12 0.55 . Fe 0.59 0.027 Fe 0.51 -0.033
Fe 0.46 -0.009 par 0.54 . par_12 0.45 0.029
par 0.41 . par_6 0.52 -0.002 vgos 0.43 0.055
northward_wind 0.37 0.002 ugos 0.35 . par_3 0.41 0.018
ugos 0.36 -0.01 wind_speed 0.3 0.031 northward_wind 0.38 .
vgosa 0.35 . vgos 0.29 . ugos 0.34 .
sla 0.28 . northward_wind 0.29 -0.002 wind_speed 0.34 .
vgos 0.2 0.026 o2sat_WOA_clim 0.2 . sss 0.17 .
ugosa 0.2 . vgosa 0.18 . o2sat_WOA_clim 0.15 .
sss 0.16 . sss 0.17 . vgosa 0.13 .
wind_speed 0.15 . sla 0.16 . density_WOA_clim 0.1 .
o2sat_WOA_clim 0.14 . ugosa 0.14 . sla 0.09 .
O2 0.07 . sst_cruise 0.09 . surface_downward_northward_stress 0.05 .
wind_stress 0.06 . PO4 0.07 . sst_cruise 0.03 .
density_WOA_clim 0.04 . sss_cruise 0.06 . sss_cruise 0.02 .
sss_cruise 0.04 . eastward_wind 0.06 . ugosa 0.02 .
sst_cruise 0.03 . surface_downward_northward_stress 0.06 . eastward_wind 0.02 .
sst 0.03 . phosphate_WOA_clim 0.04 . AOU_WOA_clim 0.01 .
PO4 0.02 . O2 0.04 . PO4 0.01 .
surface_downward_northward_stress 0.02 . wind_stress 0.04 . sst 0.01 .
AOU_WOA_clim 0.01 . density_WOA_clim 0.03 . wind_stress 0.01 .
salinity_WOA_clim 0.01 . AOU_WOA_clim 0.01 . oxygen_WOA_clim . .
phosphate_WOA_clim 0.01 . salinity_WOA_clim 0.01 . salinity_WOA_clim . .
eastward_wind 0.01 . sst 0.01 . conductivity_WOA_clim . .
oxygen_WOA_clim . . surface_downward_eastward_stress 0.01 . nitrate_WOA_clim . .
conductivity_WOA_clim . . oxygen_WOA_clim . . phosphate_WOA_clim . .
nitrate_WOA_clim . . conductivity_WOA_clim . . silicate_WOA_clim . .
silicate_WOA_clim . . nitrate_WOA_clim . . Si . .
Si . . silicate_WOA_clim . . NO3 . .
NO3 . . Si . . CHL . .
CHL . . NO3 . . PHYC . .
PHYC . . CHL . . O2 . .
PP . . PHYC . . PP . .
surface_downward_eastward_stress . . PP . . surface_downward_eastward_stress . .

KM1512 small

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 0.89 0.031 northward_wind 0.74 -0.03 par_6 0.71 0.002
par_9 0.88 0.075 par_6 0.73 0.021 par_3 0.66 .
par_3 0.87 0.025 par_12 0.62 -0.014 Fe 0.65 0.002
par 0.68 . par_9 0.6 0.003 northward_wind 0.54 -0.006
Fe 0.65 0.03 Fe 0.51 . par 0.51 0.002
northward_wind 0.61 -0.071 par_3 0.41 0.007 par_12 0.49 .
sss 0.59 -0.022 par 0.4 0.007 o2sat_WOA_clim 0.46 .
par_12 0.49 0.003 vgos 0.35 0.006 par_9 0.46 .
sla 0.47 . o2sat_WOA_clim 0.21 . ugos 0.43 .
ugos 0.39 -0.009 ugos 0.16 . vgos 0.27 .
vgos 0.34 . sla 0.08 . sla 0.26 .
wind_speed 0.33 . ugosa 0.07 . sss 0.22 .
o2sat_WOA_clim 0.26 . wind_speed 0.07 . wind_speed 0.21 .
vgosa 0.26 . surface_downward_northward_stress 0.06 . vgosa 0.18 .
sst_cruise 0.2 . sss 0.05 . surface_downward_northward_stress 0.14 .
ugosa 0.18 . vgosa 0.04 . density_WOA_clim 0.12 .
surface_downward_northward_stress 0.15 . eastward_wind 0.03 . PO4 0.08 .
sss_cruise 0.12 . sss_cruise 0.02 . wind_stress 0.06 .
density_WOA_clim 0.04 . sst_cruise 0.02 . sss_cruise 0.05 .
PO4 0.04 . wind_stress 0.02 . ugosa 0.05 .
sst 0.04 . AOU_WOA_clim 0.01 . sst_cruise 0.04 .
wind_stress 0.04 . density_WOA_clim 0.01 . eastward_wind 0.03 .
phosphate_WOA_clim 0.03 . Si 0.01 . phosphate_WOA_clim 0.01 .
eastward_wind 0.02 . O2 0.01 . AOU_WOA_clim . .
salinity_WOA_clim 0.01 . oxygen_WOA_clim . . oxygen_WOA_clim . .
Si 0.01 . salinity_WOA_clim . . salinity_WOA_clim . .
O2 0.01 . conductivity_WOA_clim . . conductivity_WOA_clim . .
AOU_WOA_clim . . nitrate_WOA_clim . . nitrate_WOA_clim . .
oxygen_WOA_clim . . phosphate_WOA_clim . . silicate_WOA_clim . .
conductivity_WOA_clim . . silicate_WOA_clim . . Si . .
nitrate_WOA_clim . . NO3 . . NO3 . .
silicate_WOA_clim . . CHL . . CHL . .
NO3 . . PHYC . . PHYC . .
CHL . . PO4 . . O2 . .
PHYC . . sst . . sst . .
PP . . PP . . PP . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .

KM1512 pro1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 1 0.103 par 0.97 -0.058 par 0.76 0.002
par_6 1 0.107 par_3 0.9 -0.047 par_3 0.69 -0.003
par_9 0.96 0.15 par_9 0.88 0.044 Fe 0.69 0.005
par 0.93 0.051 par_12 0.8 -0.042 northward_wind 0.69 -0.008
par_12 0.9 -0.076 northward_wind 0.8 -0.106 o2sat_WOA_clim 0.65 0.017
sss 0.86 -1.023 Fe 0.79 -0.058 par_6 0.6 .
Fe 0.82 -0.15 par_6 0.74 0.004 par_12 0.56 .
o2sat_WOA_clim 0.75 -0.072 o2sat_WOA_clim 0.66 -0.152 par_9 0.55 0.002
sla 0.75 -0.337 ugos 0.43 . ugos 0.49 -0.002
ugos 0.7 0.027 vgos 0.4 0.01 vgos 0.42 .
wind_speed 0.66 0.095 wind_speed 0.33 . sla 0.36 0.007
northward_wind 0.54 . sla 0.29 . wind_speed 0.3 0
surface_downward_northward_stress 0.47 0.195 ugosa 0.21 0.044 density_WOA_clim 0.28 0.013
vgos 0.46 0.015 sss 0.2 . sss_cruise 0.25 .
sst_cruise 0.44 0.879 vgosa 0.18 . surface_downward_northward_stress 0.24 -0.002
ugosa 0.42 -0.03 sss_cruise 0.12 . vgosa 0.23 .
sss_cruise 0.41 . O2 0.1 . sss 0.18 .
vgosa 0.38 . surface_downward_northward_stress 0.1 . PO4 0.1 .
PO4 0.35 . wind_stress 0.07 . wind_stress 0.1 .
sst 0.23 . density_WOA_clim 0.06 . ugosa 0.09 .
density_WOA_clim 0.17 . AOU_WOA_clim 0.05 . sst_cruise 0.08 .
phosphate_WOA_clim 0.12 . PO4 0.05 . eastward_wind 0.04 .
wind_stress 0.09 . sst_cruise 0.03 . O2 0.03 .
eastward_wind 0.09 . eastward_wind 0.03 . surface_downward_eastward_stress 0.03 .
O2 0.07 . salinity_WOA_clim 0.02 . phosphate_WOA_clim 0.02 .
salinity_WOA_clim 0.03 . sst 0.02 . sst 0.01 .
Si 0.01 . Si 0.01 . AOU_WOA_clim . .
AOU_WOA_clim . . oxygen_WOA_clim . . oxygen_WOA_clim . .
oxygen_WOA_clim . . conductivity_WOA_clim . . salinity_WOA_clim . .
conductivity_WOA_clim . . nitrate_WOA_clim . . conductivity_WOA_clim . .
nitrate_WOA_clim . . phosphate_WOA_clim . . nitrate_WOA_clim . .
silicate_WOA_clim . . silicate_WOA_clim . . silicate_WOA_clim . .
NO3 . . NO3 . . Si . .
CHL . . CHL . . NO3 . .
PHYC . . PHYC . . CHL . .
PP . . PP . . PHYC . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . PP . .

KOK1515 rest1_1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 0.899 -0.073 par 0.586 -0.055 par_3 0.747 -0.068
Fe 0.828 0.115 par_6 0.535 0.099 Fe 0.616 -0.063
par_12 0.636 . par_12 0.414 0.024 par_6 0.535 -0.002
par_9 0.586 . par_9 0.364 . par_12 0.414 .
par_6 0.535 -0.017 par_3 0.263 . par 0.384 .
par 0.475 -0.009 Fe 0.263 . par_9 0.232 .
sla 0.162 . sla 0.131 . vgosa 0.152 .
ugosa 0.121 . ugosa 0.101 . ugosa 0.152 .
vgos 0.111 -0.018 vgosa 0.061 . vgos 0.121 .
sss_cruise 0.081 . density_WOA_clim 0.01 . sla 0.051 .
density_WOA_clim 0.051 . sss_cruise 0.01 . sss 0.03 .
AOU_WOA_clim 0.03 . vgos 0.01 . density_WOA_clim 0.02 .
o2sat_WOA_clim 0.03 . sss 0.01 . AOU_WOA_clim 0.01 .
vgosa 0.03 . Si . . o2sat_WOA_clim 0.01 .
sss 0.02 . NO3 . . sss_cruise 0.01 .
ugos 0.01 . CHL . . Si . .
Si . . PHYC . . NO3 . .
NO3 . . PO4 . . CHL . .
CHL . . O2 . . PHYC . .
PHYC . . AOU_WOA_clim . . PO4 . .
PO4 . . o2sat_WOA_clim . . O2 . .
O2 . . oxygen_WOA_clim . . oxygen_WOA_clim . .
oxygen_WOA_clim . . salinity_WOA_clim . . salinity_WOA_clim . .
salinity_WOA_clim . . conductivity_WOA_clim . . conductivity_WOA_clim . .
conductivity_WOA_clim . . nitrate_WOA_clim . . nitrate_WOA_clim . .
nitrate_WOA_clim . . phosphate_WOA_clim . . phosphate_WOA_clim . .
phosphate_WOA_clim . . silicate_WOA_clim . . silicate_WOA_clim . .
silicate_WOA_clim . . sst_cruise . . sst_cruise . .
sst_cruise . . sst . . sst . .
sst . . PP . . PP . .
PP . . ugos . . ugos . .

KOK1515 pico2_1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_9 0.96 0.118 par 0.899 -0.071 Fe 0.929 -0.086
par_12 0.929 0.129 par_12 0.879 -0.054 par 0.919 0.072
sla 0.909 0.884 par_6 0.859 -0.097 par_9 0.818 0.057
par_3 0.879 0.096 Fe 0.859 -0.041 par_6 0.707 -0.032
par 0.859 0.12 par_3 0.818 -0.03 par_12 0.505 .
par_6 0.808 0.093 sla 0.758 -0.221 par_3 0.485 -0.003
Fe 0.758 . par_9 0.747 0.04 ugosa 0.152 .
vgos 0.172 . vgosa 0.667 -0.14 sla 0.121 .
ugosa 0.162 . ugosa 0.212 . sss_cruise 0.081 .
density_WOA_clim 0.111 . sss_cruise 0.131 . density_WOA_clim 0.061 .
vgosa 0.101 . density_WOA_clim 0.091 . vgos 0.061 .
sss_cruise 0.061 . ugos 0.04 . vgosa 0.03 .
sss 0.04 . sss 0.04 . o2sat_WOA_clim 0.02 .
phosphate_WOA_clim 0.01 . AOU_WOA_clim 0.02 . sss 0.02 .
ugos 0.01 . o2sat_WOA_clim 0.02 . O2 0.01 .
Si . . vgos 0.02 . AOU_WOA_clim 0.01 .
NO3 . . Si . . Si . .
CHL . . NO3 . . NO3 . .
PHYC . . CHL . . CHL . .
PO4 . . PHYC . . PHYC . .
O2 . . PO4 . . PO4 . .
AOU_WOA_clim . . O2 . . oxygen_WOA_clim . .
o2sat_WOA_clim . . oxygen_WOA_clim . . salinity_WOA_clim . .
oxygen_WOA_clim . . salinity_WOA_clim . . conductivity_WOA_clim . .
salinity_WOA_clim . . conductivity_WOA_clim . . nitrate_WOA_clim . .
conductivity_WOA_clim . . nitrate_WOA_clim . . phosphate_WOA_clim . .
nitrate_WOA_clim . . phosphate_WOA_clim . . silicate_WOA_clim . .
silicate_WOA_clim . . silicate_WOA_clim . . sst_cruise . .
sst_cruise . . sst_cruise . . sst . .
sst . . sst . . PP . .
PP . . PP . . ugos . .

KOK1515 pro2

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par 0.808 0.149 par 0.828 -0.083 Fe 0.889 0.03
par_3 0.788 0.071 Fe 0.515 -0.004 par_3 0.626 0.007
par_6 0.778 0.101 par_6 0.505 . par_6 0.485 .
par_9 0.778 0.066 par_12 0.485 . sla 0.485 0.026
Fe 0.758 -0.03 par_3 0.394 -0.012 par_12 0.455 .
par_12 0.556 -0.013 par_9 0.273 . par 0.444 0.007
sla 0.414 -0.121 sla 0.273 . par_9 0.424 0.017
vgosa 0.374 -0.046 vgosa 0.172 . ugosa 0.232 .
ugosa 0.232 . ugosa 0.081 . vgos 0.141 .
vgos 0.182 . density_WOA_clim 0.04 . vgosa 0.091 .
o2sat_WOA_clim 0.141 . sss 0.03 . o2sat_WOA_clim 0.051 .
density_WOA_clim 0.101 0.302 sss_cruise 0.02 . sss_cruise 0.051 .
sss 0.101 0.057 vgos 0.02 . density_WOA_clim 0.04 .
phosphate_WOA_clim 0.081 . Si . . ugos 0.04 .
sss_cruise 0.071 . NO3 . . sss 0.04 .
O2 0.061 . CHL . . AOU_WOA_clim 0.01 .
sst 0.061 . PHYC . . phosphate_WOA_clim 0.01 .
AOU_WOA_clim 0.03 . PO4 . . Si . .
ugos 0.03 . O2 . . NO3 . .
sst_cruise 0.01 . AOU_WOA_clim . . CHL . .
Si . . o2sat_WOA_clim . . PHYC . .
NO3 . . oxygen_WOA_clim . . PO4 . .
CHL . . salinity_WOA_clim . . O2 . .
PHYC . . conductivity_WOA_clim . . oxygen_WOA_clim . .
PO4 . . nitrate_WOA_clim . . salinity_WOA_clim . .
oxygen_WOA_clim . . phosphate_WOA_clim . . conductivity_WOA_clim . .
salinity_WOA_clim . . silicate_WOA_clim . . nitrate_WOA_clim . .
conductivity_WOA_clim . . sst_cruise . . silicate_WOA_clim . .
nitrate_WOA_clim . . sst . . sst_cruise . .
silicate_WOA_clim . . PP . . sst . .
PP . . ugos . . PP . .

KOK1515 bg2

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par 0.576 0.045 par 0.455 . Fe 0.505 .
par_3 0.556 0.023 par_3 0.394 . par 0.414 .
Fe 0.465 . par_12 0.364 . par_9 0.384 .
par_12 0.364 . par_9 0.232 . par_3 0.343 .
par_9 0.293 . par_6 0.212 . par_6 0.323 .
par_6 0.263 . Fe 0.212 . par_12 0.313 .
sla 0.172 . sla 0.111 . vgosa 0.162 .
density_WOA_clim 0.051 . vgosa 0.061 . sla 0.162 .
vgosa 0.051 . density_WOA_clim 0.04 . density_WOA_clim 0.04 .
vgos 0.051 . vgos 0.01 . vgos 0.03 .
sss_cruise 0.02 . Si . . ugosa 0.02 .
ugosa 0.02 . NO3 . . Si . .
Si . . CHL . . NO3 . .
NO3 . . PHYC . . CHL . .
CHL . . PO4 . . PHYC . .
PHYC . . O2 . . PO4 . .
PO4 . . AOU_WOA_clim . . O2 . .
O2 . . o2sat_WOA_clim . . AOU_WOA_clim . .
AOU_WOA_clim . . oxygen_WOA_clim . . o2sat_WOA_clim . .
o2sat_WOA_clim . . salinity_WOA_clim . . oxygen_WOA_clim . .
oxygen_WOA_clim . . conductivity_WOA_clim . . salinity_WOA_clim . .
salinity_WOA_clim . . nitrate_WOA_clim . . conductivity_WOA_clim . .
conductivity_WOA_clim . . phosphate_WOA_clim . . nitrate_WOA_clim . .
nitrate_WOA_clim . . silicate_WOA_clim . . phosphate_WOA_clim . .
phosphate_WOA_clim . . sss_cruise . . silicate_WOA_clim . .
silicate_WOA_clim . . sst_cruise . . sss_cruise . .
sst_cruise . . sst . . sst_cruise . .
sst . . PP . . sst . .
PP . . ugosa . . PP . .
ugos . . ugos . . ugos . .
sss . . sss . . sss . .

KOK1515 croco

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 0.939 0.23 par_3 0.939 -0.088 par_9 0.929 -0.128
par_9 0.929 0.146 par_6 0.859 -0.15 par_6 0.889 -0.147
par_12 0.919 0.151 par_12 0.818 -0.101 par_3 0.838 0.138
par 0.838 0.089 par_9 0.788 -0.011 Fe 0.657 -0.103
par_6 0.828 0.093 par 0.778 -0.083 par 0.606 .
sla 0.798 0.394 sla 0.747 -0.496 sla 0.586 -0.25
Fe 0.384 . Fe 0.606 -0.011 par_12 0.515 .
vgos 0.202 . vgosa 0.212 . vgosa 0.394 -0.015
density_WOA_clim 0.111 . ugosa 0.081 . sss_cruise 0.121 .
sss_cruise 0.091 . o2sat_WOA_clim 0.03 . ugosa 0.101 .
vgosa 0.071 . density_WOA_clim 0.02 . vgos 0.051 .
sst_cruise 0.02 . sss_cruise 0.02 . density_WOA_clim 0.04 .
ugosa 0.01 . AOU_WOA_clim 0.01 . o2sat_WOA_clim 0.01 .
Si . . vgos 0.01 . sst_cruise 0.01 .
NO3 . . sss 0.01 . sss 0.01 .
CHL . . Si . . Si . .
PHYC . . NO3 . . NO3 . .
PO4 . . CHL . . CHL . .
O2 . . PHYC . . PHYC . .
AOU_WOA_clim . . PO4 . . PO4 . .
o2sat_WOA_clim . . O2 . . O2 . .
oxygen_WOA_clim . . oxygen_WOA_clim . . AOU_WOA_clim . .
salinity_WOA_clim . . salinity_WOA_clim . . oxygen_WOA_clim . .
conductivity_WOA_clim . . conductivity_WOA_clim . . salinity_WOA_clim . .
nitrate_WOA_clim . . nitrate_WOA_clim . . conductivity_WOA_clim . .
phosphate_WOA_clim . . phosphate_WOA_clim . . nitrate_WOA_clim . .
silicate_WOA_clim . . silicate_WOA_clim . . phosphate_WOA_clim . .
sst . . sst_cruise . . silicate_WOA_clim . .
PP . . sst . . sst . .
ugos . . PP . . PP . .
sss . . ugos . . ugos . .

KOK1515 bg1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par 0.576 -0.245 par 0.485 -0.059 par_9 0.556 -0.004
par_3 0.505 -0.18 par_3 0.465 -0.103 par_6 0.434 -0.075
par_9 0.364 . par_12 0.374 . par_12 0.384 0.013
par_6 0.323 . par_9 0.273 -0.01 par 0.354 -0.013
par_12 0.323 -0.012 par_6 0.182 . Fe 0.333 -0.054
Fe 0.313 . Fe 0.172 . par_3 0.253 -0.024
sla 0.111 . vgos 0.071 . vgosa 0.182 .
vgosa 0.081 . sla 0.071 . sla 0.111 .
vgos 0.081 . density_WOA_clim 0.04 . vgos 0.04 .
density_WOA_clim 0.04 . vgosa 0.04 . ugosa 0.04 .
ugosa 0.04 . ugosa 0.03 . AOU_WOA_clim 0.03 .
o2sat_WOA_clim 0.02 . sss 0.01 . o2sat_WOA_clim 0.03 .
phosphate_WOA_clim 0.02 . Si . . sss_cruise 0.03 .
AOU_WOA_clim 0.01 . NO3 . . Si 0.01 .
sss_cruise 0.01 . CHL . . O2 0.01 .
Si . . PHYC . . density_WOA_clim 0.01 .
NO3 . . PO4 . . phosphate_WOA_clim 0.01 .
CHL . . O2 . . sst_cruise 0.01 .
PHYC . . AOU_WOA_clim . . sst 0.01 .
PO4 . . o2sat_WOA_clim . . ugos 0.01 .
O2 . . oxygen_WOA_clim . . sss 0.01 .
oxygen_WOA_clim . . salinity_WOA_clim . . NO3 . .
salinity_WOA_clim . . conductivity_WOA_clim . . CHL . .
conductivity_WOA_clim . . nitrate_WOA_clim . . PHYC . .
nitrate_WOA_clim . . phosphate_WOA_clim . . PO4 . .
silicate_WOA_clim . . silicate_WOA_clim . . oxygen_WOA_clim . .
sst_cruise . . sss_cruise . . salinity_WOA_clim . .
sst . . sst_cruise . . conductivity_WOA_clim . .
PP . . sst . . nitrate_WOA_clim . .
ugos . . PP . . silicate_WOA_clim . .
sss . . ugos . . PP . .

KOK1515 pro1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par 0.98 0.121 par 1 -0.106 par_3 0.929 0.021
par_6 0.98 0.121 par_12 0.838 -0.024 sla 0.798 -0.734
par_3 0.96 0.091 Fe 0.828 . Fe 0.788 -0.016
par_9 0.939 0.059 sla 0.788 -0.491 par_9 0.677 0.003
par_12 0.869 -0.026 par_6 0.727 0.002 par_12 0.576 .
Fe 0.788 . par_3 0.646 . par 0.545 .
sla 0.727 -0.164 par_9 0.616 . par_6 0.505 .
vgosa 0.566 -0.136 vgosa 0.475 -0.07 ugosa 0.374 .
ugosa 0.485 -0.086 ugosa 0.343 . vgosa 0.242 .
sss_cruise 0.343 . density_WOA_clim 0.131 . o2sat_WOA_clim 0.131 .
density_WOA_clim 0.313 0.532 o2sat_WOA_clim 0.121 . phosphate_WOA_clim 0.081 .
sss 0.293 . sss_cruise 0.111 . sss_cruise 0.081 .
o2sat_WOA_clim 0.283 . sss 0.101 . sss 0.071 .
phosphate_WOA_clim 0.273 . phosphate_WOA_clim 0.071 . vgos 0.061 .
vgos 0.253 . AOU_WOA_clim 0.04 . density_WOA_clim 0.051 .
ugos 0.232 . sst 0.03 . O2 0.02 .
O2 0.172 . O2 0.02 . AOU_WOA_clim 0.01 .
sst 0.141 . sst_cruise 0.01 . sst 0.01 .
sst_cruise 0.061 . ugos 0.01 . Si . .
AOU_WOA_clim 0.051 . Si . . NO3 . .
Si 0.03 . NO3 . . CHL . .
conductivity_WOA_clim 0.03 . CHL . . PHYC . .
silicate_WOA_clim 0.03 . PHYC . . PO4 . .
PP 0.03 . PO4 . . oxygen_WOA_clim . .
PO4 0.01 . oxygen_WOA_clim . . salinity_WOA_clim . .
oxygen_WOA_clim 0.01 . salinity_WOA_clim . . conductivity_WOA_clim . .
NO3 . . conductivity_WOA_clim . . nitrate_WOA_clim . .
CHL . . nitrate_WOA_clim . . silicate_WOA_clim . .
PHYC . . silicate_WOA_clim . . sst_cruise . .
salinity_WOA_clim . . PP . . PP . .
nitrate_WOA_clim . . vgos . . ugos . .

KOK1515 rest2_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
Fe 0.697 -0.208 par 0.758 -0.026 Fe 0.646 -0.059
par 0.535 . par_12 0.515 0.018 par 0.343 0.001
par_12 0.374 -0.02 par_3 0.343 0 par_6 0.343 .
sla 0.374 -0.26 Fe 0.242 -0.014 par_9 0.333 .
par_3 0.364 0.031 par_6 0.202 . sla 0.313 -0.091
par_9 0.293 . par_9 0.182 . par_12 0.283 .
par_6 0.253 0.027 sla 0.091 . par_3 0.222 0.002
density_WOA_clim 0.091 . ugosa 0.061 . vgosa 0.071 .
vgos 0.091 . density_WOA_clim 0.04 . ugosa 0.071 .
ugosa 0.061 . vgosa 0.04 . density_WOA_clim 0.061 .
vgosa 0.04 . vgos 0.01 . vgos 0.03 .
o2sat_WOA_clim 0.03 . Si . . sss_cruise 0.02 .
sss_cruise 0.03 . NO3 . . Si . .
AOU_WOA_clim 0.02 . CHL . . NO3 . .
phosphate_WOA_clim 0.01 . PHYC . . CHL . .
sss 0.01 . PO4 . . PHYC . .
Si . . O2 . . PO4 . .
NO3 . . AOU_WOA_clim . . O2 . .
CHL . . o2sat_WOA_clim . . AOU_WOA_clim . .
PHYC . . oxygen_WOA_clim . . o2sat_WOA_clim . .
PO4 . . salinity_WOA_clim . . oxygen_WOA_clim . .
O2 . . conductivity_WOA_clim . . salinity_WOA_clim . .
oxygen_WOA_clim . . nitrate_WOA_clim . . conductivity_WOA_clim . .
salinity_WOA_clim . . phosphate_WOA_clim . . nitrate_WOA_clim . .
conductivity_WOA_clim . . silicate_WOA_clim . . phosphate_WOA_clim . .
nitrate_WOA_clim . . sss_cruise . . silicate_WOA_clim . .
silicate_WOA_clim . . sst_cruise . . sst_cruise . .
sst_cruise . . sst . . sst . .
sst . . PP . . PP . .
PP . . ugos . . ugos . .
ugos . . sss . . sss . .

KOK1515 small

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par 0.677 0.076 par 0.535 0.113 Fe 0.657 -0.006
par_6 0.596 . par_3 0.515 . par_3 0.485 0.008
par_3 0.586 . par_6 0.404 0 par 0.475 -0.016
par_9 0.505 0.023 Fe 0.394 . par_9 0.384 -0.018
Fe 0.505 . par_12 0.354 . par_6 0.374 .
par_12 0.444 . par_9 0.212 . par_12 0.364 .
sla 0.232 0.04 sla 0.121 . sla 0.293 .
vgos 0.192 . ugosa 0.071 . ugosa 0.152 .
ugosa 0.071 0.035 density_WOA_clim 0.04 . vgosa 0.111 .
o2sat_WOA_clim 0.061 . vgosa 0.04 . vgos 0.081 .
density_WOA_clim 0.051 . vgos 0.02 . density_WOA_clim 0.051 .
vgosa 0.04 . o2sat_WOA_clim 0.01 . sss_cruise 0.02 .
ugos 0.02 . Si . . sss 0.02 .
AOU_WOA_clim 0.01 . NO3 . . o2sat_WOA_clim 0.01 .
phosphate_WOA_clim 0.01 . CHL . . sst 0.01 .
sss 0.01 . PHYC . . Si . .
Si . . PO4 . . NO3 . .
NO3 . . O2 . . CHL . .
CHL . . AOU_WOA_clim . . PHYC . .
PHYC . . oxygen_WOA_clim . . PO4 . .
PO4 . . salinity_WOA_clim . . O2 . .
O2 . . conductivity_WOA_clim . . AOU_WOA_clim . .
oxygen_WOA_clim . . nitrate_WOA_clim . . oxygen_WOA_clim . .
salinity_WOA_clim . . phosphate_WOA_clim . . salinity_WOA_clim . .
conductivity_WOA_clim . . silicate_WOA_clim . . conductivity_WOA_clim . .
nitrate_WOA_clim . . sss_cruise . . nitrate_WOA_clim . .
silicate_WOA_clim . . sst_cruise . . phosphate_WOA_clim . .
sss_cruise . . sst . . silicate_WOA_clim . .
sst_cruise . . PP . . sst_cruise . .
sst . . ugos . . PP . .
PP . . sss . . ugos . .

KOK1515 pico1_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 0.677 0.073 par 0.475 -0.013 par_3 0.485 .
Fe 0.525 -0.187 par_3 0.404 -0.071 par_6 0.475 0.004
par_3 0.485 . par_12 0.273 . par_9 0.384 .
par_9 0.455 . par_6 0.242 . par 0.323 .
par 0.404 . par_9 0.242 -0.028 par_12 0.303 .
par_12 0.283 . Fe 0.182 . Fe 0.263 .
sla 0.141 . sla 0.061 . vgosa 0.121 .
vgosa 0.081 . vgosa 0.051 . sla 0.071 .
vgos 0.04 . vgos 0.03 . ugosa 0.04 .
ugosa 0.02 . ugosa 0.03 . vgos 0.03 .
density_WOA_clim 0.01 . density_WOA_clim 0.01 . density_WOA_clim 0.01 .
sss_cruise 0.01 . sss 0.01 . sss_cruise 0.01 .
Si . . Si . . Si . .
NO3 . . NO3 . . NO3 . .
CHL . . CHL . . CHL . .
PHYC . . PHYC . . PHYC . .
PO4 . . PO4 . . PO4 . .
O2 . . O2 . . O2 . .
AOU_WOA_clim . . AOU_WOA_clim . . AOU_WOA_clim . .
o2sat_WOA_clim . . o2sat_WOA_clim . . o2sat_WOA_clim . .
oxygen_WOA_clim . . oxygen_WOA_clim . . oxygen_WOA_clim . .
salinity_WOA_clim . . salinity_WOA_clim . . salinity_WOA_clim . .
conductivity_WOA_clim . . conductivity_WOA_clim . . conductivity_WOA_clim . .
nitrate_WOA_clim . . nitrate_WOA_clim . . nitrate_WOA_clim . .
phosphate_WOA_clim . . phosphate_WOA_clim . . phosphate_WOA_clim . .
silicate_WOA_clim . . silicate_WOA_clim . . silicate_WOA_clim . .
sst_cruise . . sss_cruise . . sst_cruise . .
sst . . sst_cruise . . sst . .
PP . . sst . . PP . .
ugos . . PP . . ugos . .
sss . . ugos . . sss . .

KM1518 pico2_1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 0.57 0.043 wind_stress 0.57 0.041 par 0.62 0.08
surface_downward_northward_stress 0.57 0.058 vgos 0.56 0.083 par_6 0.53 -0.041
ugosa 0.5 -0.082 ugosa 0.52 0.114 surface_downward_northward_stress 0.36 .
par_6 0.41 . par 0.39 . ugosa 0.34 .
par_9 0.35 0.021 par_3 0.35 . par_9 0.18 .
vgos 0.23 -0.002 par_9 0.34 . par_12 0.14 .
par_12 0.19 . par_12 0.24 . wind_stress 0.14 .
par 0.13 . par_6 0.21 . Fe 0.1 .
vgosa 0.1 . northward_wind 0.19 . par_3 0.09 .
wind_stress 0.09 . vgosa 0.16 . sla 0.05 .
sla 0.07 . sla 0.09 . ugos 0.05 .
Fe 0.04 . surface_downward_northward_stress 0.06 . vgos 0.03 .
ugos 0.04 . Fe 0.04 . density_WOA_clim 0.02 .
o2sat_WOA_clim 0.03 . o2sat_WOA_clim 0.02 . o2sat_WOA_clim 0.01 .
density_WOA_clim 0.02 . phosphate_WOA_clim 0.02 . phosphate_WOA_clim 0.01 .
wind_speed 0.01 . ugos 0.02 . vgosa 0.01 .
AOU_WOA_clim . . density_WOA_clim 0.01 . wind_speed 0.01 .
oxygen_WOA_clim . . sst 0.01 . AOU_WOA_clim . .
salinity_WOA_clim . . AOU_WOA_clim . . oxygen_WOA_clim . .
conductivity_WOA_clim . . oxygen_WOA_clim . . salinity_WOA_clim . .
nitrate_WOA_clim . . salinity_WOA_clim . . conductivity_WOA_clim . .
phosphate_WOA_clim . . conductivity_WOA_clim . . nitrate_WOA_clim . .
silicate_WOA_clim . . nitrate_WOA_clim . . silicate_WOA_clim . .
sss_cruise . . silicate_WOA_clim . . sss_cruise . .
sst_cruise . . sss_cruise . . sst_cruise . .
Si . . sst_cruise . . Si . .
NO3 . . Si . . NO3 . .
CHL . . NO3 . . CHL . .
PHYC . . CHL . . PHYC . .
PO4 . . PHYC . . PO4 . .
O2 . . PO4 . . O2 . .
sst . . O2 . . sst . .
PP . . PP . . PP . .
eastward_wind . . eastward_wind . . eastward_wind . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
northward_wind . . wind_speed . . northward_wind . .
sss . . sss . . sss . .

KM1518 rest1_1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
surface_downward_northward_stress 0.51 0.099 par 0.19 . par_3 0.12 .
par 0.17 . par_3 0.16 . par_12 0.11 .
par_12 0.17 . par_9 0.1 . vgos 0.11 .
par_9 0.12 . par_12 0.1 . par_6 0.1 .
par_6 0.1 . ugosa 0.08 . surface_downward_northward_stress 0.09 .
wind_stress 0.1 . wind_stress 0.07 . par_9 0.08 .
par_3 0.09 . surface_downward_northward_stress 0.06 . ugos 0.05 .
vgos 0.09 . par_6 0.05 . vgosa 0.04 .
Fe 0.03 . vgos 0.05 . par 0.03 .
vgosa 0.03 . ugos 0.03 . Fe 0.03 .
ugos 0.03 . o2sat_WOA_clim 0.02 . wind_stress 0.03 .
o2sat_WOA_clim 0.01 . AOU_WOA_clim 0.01 . o2sat_WOA_clim 0.01 .
sla 0.01 . density_WOA_clim 0.01 . wind_speed 0.01 .
ugosa 0.01 . Fe 0.01 . northward_wind 0.01 .
AOU_WOA_clim . . oxygen_WOA_clim . . AOU_WOA_clim . .
density_WOA_clim . . salinity_WOA_clim . . density_WOA_clim . .
oxygen_WOA_clim . . conductivity_WOA_clim . . oxygen_WOA_clim . .
salinity_WOA_clim . . nitrate_WOA_clim . . salinity_WOA_clim . .
conductivity_WOA_clim . . phosphate_WOA_clim . . conductivity_WOA_clim . .
nitrate_WOA_clim . . silicate_WOA_clim . . nitrate_WOA_clim . .
phosphate_WOA_clim . . sss_cruise . . phosphate_WOA_clim . .
silicate_WOA_clim . . sst_cruise . . silicate_WOA_clim . .
sss_cruise . . Si . . sss_cruise . .
sst_cruise . . NO3 . . sst_cruise . .
Si . . CHL . . Si . .
NO3 . . PHYC . . NO3 . .
CHL . . PO4 . . CHL . .
PHYC . . O2 . . PHYC . .
PO4 . . sst . . PO4 . .
O2 . . PP . . O2 . .
sst . . vgosa . . sst . .
PP . . sla . . PP . .
eastward_wind . . eastward_wind . . sla . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . ugosa . .
wind_speed . . wind_speed . . eastward_wind . .
northward_wind . . northward_wind . . surface_downward_eastward_stress . .
sss . . sss . . sss . .

KM1518 syn

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 0.31 0.043 surface_downward_northward_stress 0.16 . par_3 0.13 .
par_3 0.28 0.031 par_6 0.12 . vgos 0.12 .
surface_downward_northward_stress 0.21 . par_12 0.1 . par_6 0.09 .
par_9 0.16 . par 0.09 . par_12 0.09 .
wind_stress 0.14 . par_3 0.08 . surface_downward_northward_stress 0.08 .
vgos 0.07 . vgos 0.08 . par_9 0.06 .
par_12 0.06 . wind_stress 0.07 . par 0.05 .
par 0.04 . ugosa 0.05 . Fe 0.04 .
Fe 0.02 . Fe 0.04 . wind_stress 0.04 .
vgosa 0.02 . par_9 0.03 . vgosa 0.02 .
ugos 0.02 . density_WOA_clim 0.01 . ugos 0.02 .
AOU_WOA_clim 0.01 . sss_cruise 0.01 . density_WOA_clim 0.01 .
density_WOA_clim 0.01 . vgosa 0.01 . sla 0.01 .
o2sat_WOA_clim 0.01 . sla 0.01 . ugosa 0.01 .
sla 0.01 . ugos 0.01 . AOU_WOA_clim . .
ugosa 0.01 . wind_speed 0.01 . o2sat_WOA_clim . .
oxygen_WOA_clim . . northward_wind 0.01 . oxygen_WOA_clim . .
salinity_WOA_clim . . AOU_WOA_clim . . salinity_WOA_clim . .
conductivity_WOA_clim . . o2sat_WOA_clim . . conductivity_WOA_clim . .
nitrate_WOA_clim . . oxygen_WOA_clim . . nitrate_WOA_clim . .
phosphate_WOA_clim . . salinity_WOA_clim . . phosphate_WOA_clim . .
silicate_WOA_clim . . conductivity_WOA_clim . . silicate_WOA_clim . .
sss_cruise . . nitrate_WOA_clim . . sss_cruise . .
sst_cruise . . phosphate_WOA_clim . . sst_cruise . .
Si . . silicate_WOA_clim . . Si . .
NO3 . . sst_cruise . . NO3 . .
CHL . . Si . . CHL . .
PHYC . . NO3 . . PHYC . .
PO4 . . CHL . . PO4 . .
O2 . . PHYC . . O2 . .
sst . . PO4 . . sst . .
PP . . O2 . . PP . .
eastward_wind . . sst . . eastward_wind . .
surface_downward_eastward_stress . . PP . . surface_downward_eastward_stress . .
wind_speed . . eastward_wind . . wind_speed . .
northward_wind . . surface_downward_eastward_stress . . northward_wind . .
sss . . sss . . sss . .

KM1518 bead

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
surface_downward_northward_stress 0.43 0.098 vgos 0.36 -0.406 par_6 0.26 -0.02
vgos 0.32 0.048 par_3 0.22 . surface_downward_northward_stress 0.22 .
wind_stress 0.28 . par_6 0.17 . par_9 0.21 .
par_3 0.23 . par_9 0.14 . par_3 0.19 .
par 0.14 . wind_stress 0.11 . vgos 0.18 .
par_9 0.12 . ugos 0.09 . wind_stress 0.09 .
Fe 0.08 . surface_downward_northward_stress 0.07 . par_12 0.08 .
par_6 0.07 . par 0.06 . par 0.06 .
par_12 0.04 . par_12 0.06 . ugos 0.05 .
ugosa 0.03 . Fe 0.06 . Fe 0.03 .
ugos 0.03 . ugosa 0.06 . ugosa 0.03 .
density_WOA_clim 0.02 . vgosa 0.04 . o2sat_WOA_clim 0.01 .
wind_speed 0.02 . northward_wind 0.03 . sst_cruise 0.01 .
vgosa 0.01 . sst_cruise 0.02 . vgosa 0.01 .
northward_wind 0.01 . density_WOA_clim 0.01 . surface_downward_eastward_stress 0.01 .
AOU_WOA_clim . . o2sat_WOA_clim 0.01 . AOU_WOA_clim . .
o2sat_WOA_clim . . sst 0.01 . density_WOA_clim . .
oxygen_WOA_clim . . AOU_WOA_clim . . oxygen_WOA_clim . .
salinity_WOA_clim . . oxygen_WOA_clim . . salinity_WOA_clim . .
conductivity_WOA_clim . . salinity_WOA_clim . . conductivity_WOA_clim . .
nitrate_WOA_clim . . conductivity_WOA_clim . . nitrate_WOA_clim . .
phosphate_WOA_clim . . nitrate_WOA_clim . . phosphate_WOA_clim . .
silicate_WOA_clim . . phosphate_WOA_clim . . silicate_WOA_clim . .
sss_cruise . . silicate_WOA_clim . . sss_cruise . .
sst_cruise . . sss_cruise . . Si . .
Si . . Si . . NO3 . .
NO3 . . NO3 . . CHL . .
CHL . . CHL . . PHYC . .
PHYC . . PHYC . . PO4 . .
PO4 . . PO4 . . O2 . .
O2 . . O2 . . sst . .
sst . . PP . . PP . .
PP . . sla . . sla . .
sla . . eastward_wind . . eastward_wind . .
eastward_wind . . surface_downward_eastward_stress . . wind_speed . .
surface_downward_eastward_stress . . wind_speed . . northward_wind . .
sss . . sss . . sss . .

KM1518 bg2

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 0.35 . par 0.31 . surface_downward_northward_stress 0.35 .
par_6 0.35 . par_6 0.18 . par 0.25 .
surface_downward_northward_stress 0.35 . surface_downward_northward_stress 0.13 . par_3 0.21 0.003
par 0.2 . par_12 0.12 . par_12 0.2 .
par_9 0.18 . wind_stress 0.11 . par_6 0.18 .
wind_stress 0.13 . par_9 0.09 . wind_stress 0.13 .
Fe 0.08 . par_3 0.08 . par_9 0.09 .
vgos 0.07 . ugosa 0.07 . Fe 0.06 .
par_12 0.06 . Fe 0.05 . ugos 0.06 .
ugos 0.05 . northward_wind 0.05 . vgos 0.03 .
ugosa 0.04 . density_WOA_clim 0.03 . ugosa 0.03 .
density_WOA_clim 0.02 . sss_cruise 0.02 . sst_cruise 0.02 .
o2sat_WOA_clim 0.02 . vgosa 0.02 . northward_wind 0.02 .
phosphate_WOA_clim 0.02 . vgos 0.02 . o2sat_WOA_clim 0.01 .
vgosa 0.02 . o2sat_WOA_clim 0.01 . phosphate_WOA_clim 0.01 .
sss 0.02 . sst_cruise 0.01 . vgosa 0.01 .
sss_cruise 0.01 . sla 0.01 . sss 0.01 .
sst_cruise 0.01 . ugos 0.01 . AOU_WOA_clim . .
sla 0.01 . wind_speed 0.01 . density_WOA_clim . .
AOU_WOA_clim . . AOU_WOA_clim . . oxygen_WOA_clim . .
oxygen_WOA_clim . . oxygen_WOA_clim . . salinity_WOA_clim . .
salinity_WOA_clim . . salinity_WOA_clim . . conductivity_WOA_clim . .
conductivity_WOA_clim . . conductivity_WOA_clim . . nitrate_WOA_clim . .
nitrate_WOA_clim . . nitrate_WOA_clim . . silicate_WOA_clim . .
silicate_WOA_clim . . phosphate_WOA_clim . . sss_cruise . .
Si . . silicate_WOA_clim . . Si . .
NO3 . . Si . . NO3 . .
CHL . . NO3 . . CHL . .
PHYC . . CHL . . PHYC . .
PO4 . . PHYC . . PO4 . .
O2 . . PO4 . . O2 . .
sst . . O2 . . sst . .
PP . . sst . . PP . .
eastward_wind . . PP . . sla . .
surface_downward_eastward_stress . . eastward_wind . . eastward_wind . .
wind_speed . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
northward_wind . . sss . . wind_speed . .

KM1518 small

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 0.5 0.044 par_6 0.31 . surface_downward_northward_stress 0.57 0.01
par_6 0.5 0.073 par 0.3 0.015 wind_stress 0.4 -0.014
par 0.38 0.049 par_3 0.29 0.006 par_3 0.39 -0.005
par_9 0.32 0.016 par_9 0.21 . par_6 0.37 -0.003
surface_downward_northward_stress 0.29 . surface_downward_northward_stress 0.18 . par 0.31 0.003
par_12 0.18 . par_12 0.15 . ugosa 0.24 -0.008
wind_stress 0.16 . vgos 0.15 -0.013 par_12 0.14 .
vgos 0.15 -0.014 wind_stress 0.14 . vgos 0.13 .
o2sat_WOA_clim 0.1 . ugosa 0.09 . Fe 0.11 .
Fe 0.09 . Fe 0.08 . par_9 0.1 .
ugos 0.09 . vgosa 0.07 . ugos 0.1 .
ugosa 0.08 . ugos 0.05 . sst_cruise 0.04 .
density_WOA_clim 0.04 . sla 0.04 . o2sat_WOA_clim 0.03 .
phosphate_WOA_clim 0.03 . northward_wind 0.04 . vgosa 0.03 .
sst_cruise 0.03 . o2sat_WOA_clim 0.03 . sla 0.02 .
northward_wind 0.03 . phosphate_WOA_clim 0.02 . sss 0.02 .
sss_cruise 0.02 . sss_cruise 0.01 . phosphate_WOA_clim 0.01 .
vgosa 0.02 . sst_cruise 0.01 . O2 0.01 .
sla 0.02 . O2 0.01 . surface_downward_eastward_stress 0.01 .
O2 0.01 . sst 0.01 . wind_speed 0.01 .
sss 0.01 . surface_downward_eastward_stress 0.01 . northward_wind 0.01 .
AOU_WOA_clim . . AOU_WOA_clim . . AOU_WOA_clim . .
oxygen_WOA_clim . . density_WOA_clim . . density_WOA_clim . .
salinity_WOA_clim . . oxygen_WOA_clim . . oxygen_WOA_clim . .
conductivity_WOA_clim . . salinity_WOA_clim . . salinity_WOA_clim . .
nitrate_WOA_clim . . conductivity_WOA_clim . . conductivity_WOA_clim . .
silicate_WOA_clim . . nitrate_WOA_clim . . nitrate_WOA_clim . .
Si . . silicate_WOA_clim . . silicate_WOA_clim . .
NO3 . . Si . . sss_cruise . .
CHL . . NO3 . . Si . .
PHYC . . CHL . . NO3 . .
PO4 . . PHYC . . CHL . .
sst . . PO4 . . PHYC . .
PP . . PP . . PO4 . .
eastward_wind . . eastward_wind . . sst . .
surface_downward_eastward_stress . . wind_speed . . PP . .
wind_speed . . sss . . eastward_wind . .

KM1518 pico1_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
surface_downward_northward_stress 0.29 . wind_stress 0.13 . par 0.34 0.006
vgos 0.2 . vgos 0.1 . ugosa 0.19 .
wind_stress 0.14 . par 0.09 . wind_stress 0.17 .
par_9 0.11 . par_3 0.09 . par_6 0.08 .
par_3 0.08 . par_6 0.08 . par_9 0.06 .
ugosa 0.06 . surface_downward_northward_stress 0.08 . par_12 0.06 .
par_6 0.05 . ugosa 0.07 . surface_downward_northward_stress 0.06 .
par_12 0.04 . par_9 0.06 . par_3 0.04 .
par 0.03 . par_12 0.04 . ugos 0.04 .
ugos 0.03 . density_WOA_clim 0.02 . vgosa 0.03 .
Fe 0.02 . Fe 0.02 . o2sat_WOA_clim 0.02 .
vgosa 0.02 . vgosa 0.02 . AOU_WOA_clim 0.01 .
o2sat_WOA_clim 0.01 . sla 0.01 . Fe 0.01 .
AOU_WOA_clim . . surface_downward_eastward_stress 0.01 . vgos 0.01 .
density_WOA_clim . . northward_wind 0.01 . sla 0.01 .
oxygen_WOA_clim . . AOU_WOA_clim . . northward_wind 0.01 .
salinity_WOA_clim . . o2sat_WOA_clim . . density_WOA_clim . .
conductivity_WOA_clim . . oxygen_WOA_clim . . oxygen_WOA_clim . .
nitrate_WOA_clim . . salinity_WOA_clim . . salinity_WOA_clim . .
phosphate_WOA_clim . . conductivity_WOA_clim . . conductivity_WOA_clim . .
silicate_WOA_clim . . nitrate_WOA_clim . . nitrate_WOA_clim . .
sss_cruise . . phosphate_WOA_clim . . phosphate_WOA_clim . .
sst_cruise . . silicate_WOA_clim . . silicate_WOA_clim . .
Si . . sss_cruise . . sss_cruise . .
NO3 . . sst_cruise . . sst_cruise . .
CHL . . Si . . Si . .
PHYC . . NO3 . . NO3 . .
PO4 . . CHL . . CHL . .
O2 . . PHYC . . PHYC . .
sst . . PO4 . . PO4 . .
PP . . O2 . . O2 . .
sla . . sst . . sst . .
eastward_wind . . PP . . PP . .
surface_downward_eastward_stress . . ugos . . eastward_wind . .
wind_speed . . eastward_wind . . surface_downward_eastward_stress . .
northward_wind . . wind_speed . . wind_speed . .
sss . . sss . . sss . .

KM1518 bg1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
surface_downward_northward_stress 0.28 . surface_downward_northward_stress 0.13 . surface_downward_northward_stress 0.1 .
wind_stress 0.15 . par_6 0.12 . par_6 0.08 .
par 0.09 . par 0.09 . par 0.06 .
par_3 0.07 . wind_stress 0.08 . par_3 0.06 .
par_6 0.06 . par_9 0.06 . par_12 0.06 .
par_9 0.06 . par_12 0.06 . wind_stress 0.05 .
par_12 0.05 . par_3 0.05 . vgos 0.04 .
vgos 0.05 . vgos 0.05 . par_9 0.03 .
Fe 0.03 . Fe 0.03 . Fe 0.03 .
o2sat_WOA_clim 0.02 . ugos 0.02 . ugos 0.02 .
ugosa 0.02 . o2sat_WOA_clim 0.01 . AOU_WOA_clim . .
AOU_WOA_clim 0.01 . sla 0.01 . density_WOA_clim . .
phosphate_WOA_clim 0.01 . ugosa 0.01 . o2sat_WOA_clim . .
vgosa 0.01 . northward_wind 0.01 . oxygen_WOA_clim . .
ugos 0.01 . AOU_WOA_clim . . salinity_WOA_clim . .
density_WOA_clim . . density_WOA_clim . . conductivity_WOA_clim . .
oxygen_WOA_clim . . oxygen_WOA_clim . . nitrate_WOA_clim . .
salinity_WOA_clim . . salinity_WOA_clim . . phosphate_WOA_clim . .
conductivity_WOA_clim . . conductivity_WOA_clim . . silicate_WOA_clim . .
nitrate_WOA_clim . . nitrate_WOA_clim . . sss_cruise . .
silicate_WOA_clim . . phosphate_WOA_clim . . sst_cruise . .
sss_cruise . . silicate_WOA_clim . . Si . .
sst_cruise . . sss_cruise . . NO3 . .
Si . . sst_cruise . . CHL . .
NO3 . . Si . . PHYC . .
CHL . . NO3 . . PO4 . .
PHYC . . CHL . . O2 . .
PO4 . . PHYC . . sst . .
O2 . . PO4 . . PP . .
sst . . O2 . . vgosa . .
PP . . sst . . sla . .
sla . . PP . . ugosa . .
eastward_wind . . vgosa . . eastward_wind . .
surface_downward_eastward_stress . . eastward_wind . . surface_downward_eastward_stress . .
wind_speed . . surface_downward_eastward_stress . . wind_speed . .
northward_wind . . wind_speed . . northward_wind . .
sss . . sss . . sss . .

KM1518 rest2_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
surface_downward_northward_stress 0.33 -0.059 par_12 0.24 . surface_downward_northward_stress 0.34 0.003
par_3 0.25 . par_3 0.15 . par 0.31 .
par_6 0.19 . par 0.14 . wind_stress 0.26 .
par 0.18 . par_6 0.12 . par_3 0.17 .
wind_stress 0.16 . surface_downward_northward_stress 0.12 . par_6 0.13 .
par_12 0.1 . par_9 0.06 . par_12 0.11 .
par_9 0.06 . wind_stress 0.04 . par_9 0.1 .
Fe 0.04 . Fe 0.03 . ugosa 0.1 .
vgosa 0.03 . ugosa 0.02 . vgos 0.07 .
vgos 0.03 . density_WOA_clim 0.01 . Fe 0.06 .
density_WOA_clim 0.01 . o2sat_WOA_clim 0.01 . ugos 0.04 .
o2sat_WOA_clim 0.01 . phosphate_WOA_clim 0.01 . o2sat_WOA_clim 0.02 .
sst_cruise 0.01 . sst 0.01 . sst_cruise 0.01 .
ugosa 0.01 . vgos 0.01 . vgosa 0.01 .
ugos 0.01 . ugos 0.01 . sla 0.01 .
sss 0.01 . AOU_WOA_clim . . surface_downward_eastward_stress 0.01 .
AOU_WOA_clim . . oxygen_WOA_clim . . sss 0.01 .
oxygen_WOA_clim . . salinity_WOA_clim . . AOU_WOA_clim . .
salinity_WOA_clim . . conductivity_WOA_clim . . density_WOA_clim . .
conductivity_WOA_clim . . nitrate_WOA_clim . . oxygen_WOA_clim . .
nitrate_WOA_clim . . silicate_WOA_clim . . salinity_WOA_clim . .
phosphate_WOA_clim . . sss_cruise . . conductivity_WOA_clim . .
silicate_WOA_clim . . sst_cruise . . nitrate_WOA_clim . .
sss_cruise . . Si . . phosphate_WOA_clim . .
Si . . NO3 . . silicate_WOA_clim . .
NO3 . . CHL . . sss_cruise . .
CHL . . PHYC . . Si . .
PHYC . . PO4 . . NO3 . .
PO4 . . O2 . . CHL . .
O2 . . PP . . PHYC . .
sst . . vgosa . . PO4 . .
PP . . sla . . O2 . .
sla . . eastward_wind . . sst . .
eastward_wind . . surface_downward_eastward_stress . . PP . .
surface_downward_eastward_stress . . wind_speed . . eastward_wind . .
wind_speed . . northward_wind . . wind_speed . .
northward_wind . . sss . . northward_wind . .

KM1518 pro1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par 1 0.132 par_6 0.98 0.091 surface_downward_northward_stress 1 0.019
par_3 1 0.108 par 0.92 -0.076 par_3 0.71 -0.006
par_6 1 0.246 par_12 0.71 -0.055 wind_stress 0.64 -0.006
par_9 0.96 0.041 surface_downward_northward_stress 0.47 . par 0.44 .
surface_downward_northward_stress 0.89 0.089 ugosa 0.4 0.005 vgos 0.43 -0.008
Fe 0.66 0.095 northward_wind 0.39 0.108 par_6 0.4 .
wind_stress 0.62 -0.044 par_3 0.37 -0.023 Fe 0.39 0.004
par_12 0.43 0.006 Fe 0.35 0.077 par_12 0.38 -0.001
phosphate_WOA_clim 0.36 0.093 par_9 0.32 . par_9 0.3 .
o2sat_WOA_clim 0.33 -0.064 wind_stress 0.26 . ugosa 0.3 .
ugosa 0.31 0.027 vgosa 0.22 . ugos 0.18 .
vgos 0.28 . vgos 0.22 . o2sat_WOA_clim 0.1 .
ugos 0.2 . sla 0.13 . sst_cruise 0.09 .
northward_wind 0.17 . o2sat_WOA_clim 0.11 . sla 0.09 .
vgosa 0.12 . sst_cruise 0.07 . vgosa 0.08 .
sst_cruise 0.11 . ugos 0.06 . wind_speed 0.04 .
sla 0.08 . phosphate_WOA_clim 0.05 . sss 0.04 .
density_WOA_clim 0.07 . density_WOA_clim 0.03 . sss_cruise 0.03 .
sss 0.07 . sss_cruise 0.03 . surface_downward_eastward_stress 0.03 .
sst 0.05 . O2 0.03 . northward_wind 0.03 .
wind_speed 0.05 . wind_speed 0.03 . density_WOA_clim 0.01 .
sss_cruise 0.04 . sss 0.02 . phosphate_WOA_clim 0.01 .
O2 0.02 . salinity_WOA_clim 0.01 . O2 0.01 .
surface_downward_eastward_stress 0.02 . AOU_WOA_clim . . sst 0.01 .
AOU_WOA_clim . . oxygen_WOA_clim . . AOU_WOA_clim . .
oxygen_WOA_clim . . conductivity_WOA_clim . . oxygen_WOA_clim . .
salinity_WOA_clim . . nitrate_WOA_clim . . salinity_WOA_clim . .
conductivity_WOA_clim . . silicate_WOA_clim . . conductivity_WOA_clim . .
nitrate_WOA_clim . . Si . . nitrate_WOA_clim . .
silicate_WOA_clim . . NO3 . . silicate_WOA_clim . .
Si . . CHL . . Si . .
NO3 . . PHYC . . NO3 . .
CHL . . PO4 . . CHL . .
PHYC . . sst . . PHYC . .
PO4 . . PP . . PO4 . .
PP . . eastward_wind . . PP . .
eastward_wind . . surface_downward_eastward_stress . . eastward_wind . .

KM1601 rest1_1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 0.57 0.018 par_12 0.32 . par 0.3 .
wind_speed 0.42 -0.006 par 0.31 . par_3 0.21 .
par_12 0.4 -0.011 par_9 0.27 . par_12 0.16 .
northward_wind 0.4 -0.002 par_6 0.04 . par_6 0.1 .
ugosa 0.23 . Fe 0.03 . par_9 0.06 .
eastward_wind 0.22 . northward_wind 0.03 . wind_speed 0.04 .
par_6 0.2 . par_3 0.02 . ugosa 0.03 .
Fe 0.19 . vgosa 0.02 . northward_wind 0.03 .
par 0.18 . eastward_wind 0.02 . Fe 0.01 .
par_9 0.09 . wind_speed 0.02 . eastward_wind 0.01 .
vgos 0.03 . vgos 0.01 . sss 0.01 .
sss 0.02 . ugos 0.01 . AOU_WOA_clim . .
ugos 0.01 . AOU_WOA_clim . . density_WOA_clim . .
AOU_WOA_clim . . density_WOA_clim . . o2sat_WOA_clim . .
density_WOA_clim . . o2sat_WOA_clim . . oxygen_WOA_clim . .
o2sat_WOA_clim . . oxygen_WOA_clim . . salinity_WOA_clim . .
oxygen_WOA_clim . . salinity_WOA_clim . . conductivity_WOA_clim . .
salinity_WOA_clim . . conductivity_WOA_clim . . nitrate_WOA_clim . .
conductivity_WOA_clim . . nitrate_WOA_clim . . phosphate_WOA_clim . .
nitrate_WOA_clim . . phosphate_WOA_clim . . silicate_WOA_clim . .
phosphate_WOA_clim . . silicate_WOA_clim . . sss_cruise . .
silicate_WOA_clim . . sss_cruise . . sst_cruise . .
sss_cruise . . sst_cruise . . Si . .
sst_cruise . . Si . . NO3 . .
Si . . NO3 . . CHL . .
NO3 . . CHL . . PHYC . .
CHL . . PHYC . . PO4 . .
PHYC . . PO4 . . O2 . .
PO4 . . O2 . . sst . .
O2 . . sst . . PP . .
sst . . PP . . vgosa . .
PP . . sla . . vgos . .
vgosa . . ugosa . . sla . .
sla . . wind_stress . . ugos . .
wind_stress . . surface_downward_eastward_stress . . wind_stress . .
surface_downward_eastward_stress . . surface_downward_northward_stress . . surface_downward_eastward_stress . .
surface_downward_northward_stress . . sss . . surface_downward_northward_stress . .

KM1601 pico2_1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 0.98 0.239 par_12 0.97 -0.039 par 0.96 0.054
par_9 0.97 0.14 wind_speed 0.74 -0.009 par_3 0.96 0.092
par_12 0.96 0.12 par_9 0.66 0.013 par_9 0.87 0.043
par_6 0.9 0.053 par_6 0.59 0.004 par_12 0.64 0.006
northward_wind 0.83 -0.118 par_3 0.56 . par_6 0.59 0.004
Fe 0.64 0.113 vgos 0.51 -0.029 wind_speed 0.31 .
ugosa 0.59 -0.021 par 0.41 . eastward_wind 0.2 .
par 0.51 -0.002 vgosa 0.34 . ugosa 0.17 .
wind_speed 0.47 . northward_wind 0.32 . northward_wind 0.13 .
eastward_wind 0.29 . ugos 0.25 . Fe 0.12 .
vgos 0.12 . ugosa 0.17 . ugos 0.11 .
ugos 0.09 . Fe 0.07 . vgosa 0.04 .
sss 0.09 . eastward_wind 0.07 . vgos 0.03 .
vgosa 0.06 . wind_stress 0.05 . wind_stress 0.02 .
sla 0.06 . density_WOA_clim 0.02 . sss 0.02 .
sst_cruise 0.03 . o2sat_WOA_clim 0.02 . surface_downward_northward_stress 0.01 .
surface_downward_northward_stress 0.03 . sss 0.02 . AOU_WOA_clim . .
density_WOA_clim 0.02 . AOU_WOA_clim 0.01 . density_WOA_clim . .
wind_stress 0.02 . sst_cruise 0.01 . o2sat_WOA_clim . .
AOU_WOA_clim 0.01 . sla 0.01 . oxygen_WOA_clim . .
o2sat_WOA_clim 0.01 . oxygen_WOA_clim . . salinity_WOA_clim . .
surface_downward_eastward_stress 0.01 . salinity_WOA_clim . . conductivity_WOA_clim . .
oxygen_WOA_clim . . conductivity_WOA_clim . . nitrate_WOA_clim . .
salinity_WOA_clim . . nitrate_WOA_clim . . phosphate_WOA_clim . .
conductivity_WOA_clim . . phosphate_WOA_clim . . silicate_WOA_clim . .
nitrate_WOA_clim . . silicate_WOA_clim . . sss_cruise . .
phosphate_WOA_clim . . sss_cruise . . sst_cruise . .
silicate_WOA_clim . . Si . . Si . .
sss_cruise . . NO3 . . NO3 . .
Si . . CHL . . CHL . .
NO3 . . PHYC . . PHYC . .
CHL . . PO4 . . PO4 . .
PHYC . . O2 . . O2 . .
PO4 . . sst . . sst . .
O2 . . PP . . PP . .
sst . . surface_downward_eastward_stress . . sla . .
PP . . surface_downward_northward_stress . . surface_downward_eastward_stress . .

KM1601 pico1_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 0.95 0.158 par_12 0.54 -0.021 par_3 0.96 0.029
par_3 0.85 0.107 par_6 0.26 . par 0.79 0.005
par_12 0.45 . par_3 0.21 . par_6 0.77 0.007
par_9 0.33 . vgosa 0.13 . par_12 0.44 .
wind_speed 0.31 . par 0.1 . par_9 0.34 .
vgosa 0.15 . par_9 0.1 . ugos 0.18 .
par 0.1 . ugos 0.09 . northward_wind 0.13 .
Fe 0.08 . wind_speed 0.09 . wind_speed 0.06 .
vgos 0.05 . vgos 0.08 . Fe 0.04 .
ugos 0.04 . ugosa 0.06 . ugosa 0.04 .
eastward_wind 0.04 . eastward_wind 0.04 . eastward_wind 0.03 .
northward_wind 0.04 . o2sat_WOA_clim 0.02 . vgosa 0.01 .
ugosa 0.03 . northward_wind 0.02 . sla 0.01 .
o2sat_WOA_clim 0.02 . Fe 0.01 . sss 0.01 .
surface_downward_eastward_stress 0.02 . AOU_WOA_clim . . AOU_WOA_clim . .
AOU_WOA_clim 0.01 . density_WOA_clim . . density_WOA_clim . .
sla 0.01 . oxygen_WOA_clim . . o2sat_WOA_clim . .
wind_stress 0.01 . salinity_WOA_clim . . oxygen_WOA_clim . .
density_WOA_clim . . conductivity_WOA_clim . . salinity_WOA_clim . .
oxygen_WOA_clim . . nitrate_WOA_clim . . conductivity_WOA_clim . .
salinity_WOA_clim . . phosphate_WOA_clim . . nitrate_WOA_clim . .
conductivity_WOA_clim . . silicate_WOA_clim . . phosphate_WOA_clim . .
nitrate_WOA_clim . . sss_cruise . . silicate_WOA_clim . .
phosphate_WOA_clim . . sst_cruise . . sss_cruise . .
silicate_WOA_clim . . Si . . sst_cruise . .
sss_cruise . . NO3 . . Si . .
sst_cruise . . CHL . . NO3 . .
Si . . PHYC . . CHL . .
NO3 . . PO4 . . PHYC . .
CHL . . O2 . . PO4 . .
PHYC . . sst . . O2 . .
PO4 . . PP . . sst . .
O2 . . sla . . PP . .
sst . . wind_stress . . vgos . .
PP . . surface_downward_eastward_stress . . wind_stress . .
surface_downward_northward_stress . . surface_downward_northward_stress . . surface_downward_eastward_stress . .
sss . . sss . . surface_downward_northward_stress . .

KM1601 pro1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par 1 0.107 par_3 1 -0.085 par_6 0.97 0.007
par_3 1 0.084 par 0.97 -0.052 northward_wind 0.83 0.015
par_6 1 0.18 par_12 0.97 -0.07 Fe 0.81 -0.007
par_9 1 0.086 par_9 0.96 0.056 par_9 0.75 -0.002
par_12 0.94 0.028 par_6 0.91 0.043 ugos 0.68 0.006
northward_wind 0.84 -0.069 Fe 0.89 -0.167 par_12 0.64 .
ugos 0.73 0.046 vgos 0.59 -0.14 par_3 0.63 .
Fe 0.62 -0.013 wind_speed 0.55 -0.041 par 0.59 .
vgos 0.54 -0.025 vgosa 0.5 -0.141 ugosa 0.34 .
wind_speed 0.53 -0.014 northward_wind 0.5 0.009 vgosa 0.33 .
sss 0.53 . ugos 0.39 . wind_speed 0.32 .
eastward_wind 0.43 -0.059 sss 0.34 . sla 0.23 .
sla 0.34 . ugosa 0.28 . eastward_wind 0.23 .
vgosa 0.23 . wind_stress 0.24 . surface_downward_northward_stress 0.23 .
ugosa 0.23 . sss_cruise 0.04 . sss 0.19 .
wind_stress 0.15 . density_WOA_clim 0.03 . sss_cruise 0.15 .
density_WOA_clim 0.12 . sla 0.03 . vgos 0.11 .
sss_cruise 0.09 . eastward_wind 0.03 . wind_stress 0.1 .
surface_downward_eastward_stress 0.08 . surface_downward_eastward_stress 0.03 . surface_downward_eastward_stress 0.08 .
o2sat_WOA_clim 0.07 . sst_cruise 0.02 . density_WOA_clim 0.02 .
sst_cruise 0.04 . surface_downward_northward_stress 0.02 . sst_cruise 0.02 .
phosphate_WOA_clim 0.03 . AOU_WOA_clim 0.01 . AOU_WOA_clim . .
sst 0.02 . o2sat_WOA_clim 0.01 . o2sat_WOA_clim . .
surface_downward_northward_stress 0.02 . oxygen_WOA_clim . . oxygen_WOA_clim . .
AOU_WOA_clim 0.01 . salinity_WOA_clim . . salinity_WOA_clim . .
oxygen_WOA_clim . . conductivity_WOA_clim . . conductivity_WOA_clim . .
salinity_WOA_clim . . nitrate_WOA_clim . . nitrate_WOA_clim . .
conductivity_WOA_clim . . phosphate_WOA_clim . . phosphate_WOA_clim . .
nitrate_WOA_clim . . silicate_WOA_clim . . silicate_WOA_clim . .
silicate_WOA_clim . . Si . . Si . .
Si . . NO3 . . NO3 . .
NO3 . . CHL . . CHL . .
CHL . . PHYC . . PHYC . .
PHYC . . PO4 . . PO4 . .
PO4 . . O2 . . O2 . .
O2 . . sst . . sst . .
PP . . PP . . PP . .

KM1601 syn

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 0.92 0.099 par_3 0.64 -0.009 par 0.8 0.038
par_3 0.81 0.098 par_6 0.63 -0.028 par_9 0.67 -0.027
par_9 0.6 0.028 par_12 0.53 . par_12 0.61 -0.007
par_12 0.59 0.031 par_9 0.33 . ugosa 0.61 0.049
vgosa 0.26 . ugos 0.19 . vgosa 0.48 -0.036
wind_speed 0.1 . par 0.16 . par_6 0.11 .
northward_wind 0.08 . vgos 0.12 . northward_wind 0.11 .
Fe 0.06 . ugosa 0.12 . Fe 0.07 .
ugosa 0.04 . vgosa 0.11 . par_3 0.05 .
ugos 0.03 . wind_speed 0.11 . eastward_wind 0.05 .
par 0.02 . Fe 0.07 . ugos 0.04 .
sla 0.01 . o2sat_WOA_clim 0.03 . sss 0.04 .
AOU_WOA_clim . . northward_wind 0.02 . vgos 0.02 .
density_WOA_clim . . AOU_WOA_clim 0.01 . wind_speed 0.02 .
o2sat_WOA_clim . . eastward_wind 0.01 . o2sat_WOA_clim 0.01 .
oxygen_WOA_clim . . density_WOA_clim . . sla 0.01 .
salinity_WOA_clim . . oxygen_WOA_clim . . wind_stress 0.01 .
conductivity_WOA_clim . . salinity_WOA_clim . . AOU_WOA_clim . .
nitrate_WOA_clim . . conductivity_WOA_clim . . density_WOA_clim . .
phosphate_WOA_clim . . nitrate_WOA_clim . . oxygen_WOA_clim . .
silicate_WOA_clim . . phosphate_WOA_clim . . salinity_WOA_clim . .
sss_cruise . . silicate_WOA_clim . . conductivity_WOA_clim . .
sst_cruise . . sss_cruise . . nitrate_WOA_clim . .
Si . . sst_cruise . . phosphate_WOA_clim . .
NO3 . . Si . . silicate_WOA_clim . .
CHL . . NO3 . . sss_cruise . .
PHYC . . CHL . . sst_cruise . .
PO4 . . PHYC . . Si . .
O2 . . PO4 . . NO3 . .
sst . . O2 . . CHL . .
PP . . sst . . PHYC . .
vgos . . PP . . PO4 . .
wind_stress . . sla . . O2 . .
eastward_wind . . wind_stress . . sst . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . PP . .
surface_downward_northward_stress . . surface_downward_northward_stress . . surface_downward_eastward_stress . .
sss . . sss . . surface_downward_northward_stress . .

KM1601 bead

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 0.34 . par_12 0.52 0.002 Fe 0.53 -0.007
par_3 0.33 . par_9 0.17 . par 0.52 0.002
par_9 0.26 . par 0.15 . ugosa 0.38 .
ugosa 0.26 . par_3 0.14 . northward_wind 0.28 .
Fe 0.14 . vgosa 0.14 . par_9 0.22 .
northward_wind 0.11 . ugos 0.12 . par_3 0.19 .
wind_speed 0.1 . ugosa 0.1 . par_6 0.16 .
par_12 0.07 . par_6 0.09 . par_12 0.15 .
par 0.05 . wind_speed 0.06 . wind_speed 0.11 .
eastward_wind 0.03 . northward_wind 0.03 . vgosa 0.08 .
vgosa 0.02 . sss 0.03 . eastward_wind 0.02 .
sss 0.01 . AOU_WOA_clim 0.01 . sss 0.02 .
AOU_WOA_clim . . o2sat_WOA_clim 0.01 . vgos 0.01 .
density_WOA_clim . . Fe 0.01 . sla 0.01 .
o2sat_WOA_clim . . sla 0.01 . ugos 0.01 .
oxygen_WOA_clim . . wind_stress 0.01 . surface_downward_northward_stress 0.01 .
salinity_WOA_clim . . eastward_wind 0.01 . AOU_WOA_clim . .
conductivity_WOA_clim . . density_WOA_clim . . density_WOA_clim . .
nitrate_WOA_clim . . oxygen_WOA_clim . . o2sat_WOA_clim . .
phosphate_WOA_clim . . salinity_WOA_clim . . oxygen_WOA_clim . .
silicate_WOA_clim . . conductivity_WOA_clim . . salinity_WOA_clim . .
sss_cruise . . nitrate_WOA_clim . . conductivity_WOA_clim . .
sst_cruise . . phosphate_WOA_clim . . nitrate_WOA_clim . .
Si . . silicate_WOA_clim . . phosphate_WOA_clim . .
NO3 . . sss_cruise . . silicate_WOA_clim . .
CHL . . sst_cruise . . sss_cruise . .
PHYC . . Si . . sst_cruise . .
PO4 . . NO3 . . Si . .
O2 . . CHL . . NO3 . .
sst . . PHYC . . CHL . .
PP . . PO4 . . PHYC . .
vgos . . O2 . . PO4 . .
sla . . sst . . O2 . .
ugos . . PP . . sst . .
wind_stress . . vgos . . PP . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . wind_stress . .
surface_downward_northward_stress . . surface_downward_northward_stress . . surface_downward_eastward_stress . .

KM1601 small

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 0.9 0.038 par_6 0.67 0.004 northward_wind 0.71 0.012
par_3 0.87 0.042 par_9 0.54 0.002 par_6 0.63 0.003
par_9 0.74 0.042 par 0.48 . par_12 0.49 .
par 0.6 0.025 par_3 0.46 . par_3 0.42 0.002
par_12 0.58 . par_12 0.42 . par_9 0.39 .
ugos 0.24 . wind_speed 0.35 . Fe 0.31 .
wind_speed 0.17 . vgosa 0.32 . par 0.26 .
northward_wind 0.16 . Fe 0.16 . ugos 0.26 .
Fe 0.11 . northward_wind 0.08 . wind_speed 0.18 .
ugosa 0.07 . ugosa 0.04 . ugosa 0.17 .
eastward_wind 0.07 . wind_stress 0.04 . vgosa 0.13 .
sss 0.06 . sss 0.04 . sla 0.05 .
vgos 0.04 . vgos 0.03 . vgos 0.04 .
sla 0.04 . ugos 0.03 . surface_downward_northward_stress 0.04 .
vgosa 0.03 . sss_cruise 0.01 . sss 0.04 .
surface_downward_eastward_stress 0.02 . sla 0.01 . wind_stress 0.03 .
density_WOA_clim 0.01 . eastward_wind 0.01 . eastward_wind 0.03 .
phosphate_WOA_clim 0.01 . AOU_WOA_clim . . surface_downward_eastward_stress 0.02 .
sss_cruise 0.01 . density_WOA_clim . . density_WOA_clim 0.01 .
AOU_WOA_clim . . o2sat_WOA_clim . . sss_cruise 0.01 .
o2sat_WOA_clim . . oxygen_WOA_clim . . AOU_WOA_clim . .
oxygen_WOA_clim . . salinity_WOA_clim . . o2sat_WOA_clim . .
salinity_WOA_clim . . conductivity_WOA_clim . . oxygen_WOA_clim . .
conductivity_WOA_clim . . nitrate_WOA_clim . . salinity_WOA_clim . .
nitrate_WOA_clim . . phosphate_WOA_clim . . conductivity_WOA_clim . .
silicate_WOA_clim . . silicate_WOA_clim . . nitrate_WOA_clim . .
sst_cruise . . sst_cruise . . phosphate_WOA_clim . .
Si . . Si . . silicate_WOA_clim . .
NO3 . . NO3 . . sst_cruise . .
CHL . . CHL . . Si . .
PHYC . . PHYC . . NO3 . .
PO4 . . PO4 . . CHL . .
O2 . . O2 . . PHYC . .
sst . . sst . . PO4 . .
PP . . PP . . O2 . .
wind_stress . . surface_downward_eastward_stress . . sst . .
surface_downward_northward_stress . . surface_downward_northward_stress . . PP . .

KM1601 bg

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 0.1 . par_3 0.2 . par 0.27 .
par_3 0.09 . par_6 0.12 . par_3 0.24 .
par 0.08 . par_12 0.11 . par_12 0.16 .
par_9 0.05 . par 0.1 . par_6 0.08 .
northward_wind 0.05 . par_9 0.06 . northward_wind 0.08 .
eastward_wind 0.04 . ugosa 0.03 . par_9 0.05 .
par_12 0.03 . wind_speed 0.02 . eastward_wind 0.04 .
Fe 0.03 . northward_wind 0.02 . wind_speed 0.04 .
wind_speed 0.03 . ugos 0.01 . ugos 0.03 .
vgos 0.01 . eastward_wind 0.01 . Fe 0.02 .
ugosa 0.01 . AOU_WOA_clim . . sss 0.01 .
sss 0.01 . density_WOA_clim . . AOU_WOA_clim . .
AOU_WOA_clim . . o2sat_WOA_clim . . density_WOA_clim . .
density_WOA_clim . . oxygen_WOA_clim . . o2sat_WOA_clim . .
o2sat_WOA_clim . . salinity_WOA_clim . . oxygen_WOA_clim . .
oxygen_WOA_clim . . conductivity_WOA_clim . . salinity_WOA_clim . .
salinity_WOA_clim . . nitrate_WOA_clim . . conductivity_WOA_clim . .
conductivity_WOA_clim . . phosphate_WOA_clim . . nitrate_WOA_clim . .
nitrate_WOA_clim . . silicate_WOA_clim . . phosphate_WOA_clim . .
phosphate_WOA_clim . . sss_cruise . . silicate_WOA_clim . .
silicate_WOA_clim . . sst_cruise . . sss_cruise . .
sss_cruise . . Si . . sst_cruise . .
sst_cruise . . NO3 . . Si . .
Si . . CHL . . NO3 . .
NO3 . . PHYC . . CHL . .
CHL . . PO4 . . PHYC . .
PHYC . . O2 . . PO4 . .
PO4 . . sst . . O2 . .
O2 . . Fe . . sst . .
sst . . PP . . PP . .
PP . . vgosa . . vgosa . .
vgosa . . vgos . . vgos . .
sla . . sla . . sla . .
ugos . . wind_stress . . ugosa . .
wind_stress . . surface_downward_eastward_stress . . wind_stress . .
surface_downward_eastward_stress . . surface_downward_northward_stress . . surface_downward_eastward_stress . .
surface_downward_northward_stress . . sss . . surface_downward_northward_stress . .

KM1601 rest2_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_12 0.23 . par 0.59 -0.009 par_12 0.34 .
par_3 0.2 . par_3 0.5 -0.011 par_6 0.26 .
wind_speed 0.17 . par_12 0.4 . northward_wind 0.25 .
par_6 0.14 . par_6 0.38 0 par 0.22 .
par 0.1 . par_9 0.04 . par_9 0.22 .
ugosa 0.1 . ugosa 0.03 . wind_speed 0.19 .
eastward_wind 0.05 . eastward_wind 0.03 . Fe 0.13 .
par_9 0.03 . sss 0.02 . par_3 0.12 .
Fe 0.02 . Fe 0.01 . eastward_wind 0.11 .
northward_wind 0.02 . wind_speed 0.01 . ugos 0.06 .
vgosa 0.01 . AOU_WOA_clim . . vgosa 0.04 .
vgos 0.01 . density_WOA_clim . . ugosa 0.03 .
AOU_WOA_clim . . o2sat_WOA_clim . . wind_stress 0.01 .
density_WOA_clim . . oxygen_WOA_clim . . sss 0.01 .
o2sat_WOA_clim . . salinity_WOA_clim . . AOU_WOA_clim . .
oxygen_WOA_clim . . conductivity_WOA_clim . . density_WOA_clim . .
salinity_WOA_clim . . nitrate_WOA_clim . . o2sat_WOA_clim . .
conductivity_WOA_clim . . phosphate_WOA_clim . . oxygen_WOA_clim . .
nitrate_WOA_clim . . silicate_WOA_clim . . salinity_WOA_clim . .
phosphate_WOA_clim . . sss_cruise . . conductivity_WOA_clim . .
silicate_WOA_clim . . sst_cruise . . nitrate_WOA_clim . .
sss_cruise . . Si . . phosphate_WOA_clim . .
sst_cruise . . NO3 . . silicate_WOA_clim . .
Si . . CHL . . sss_cruise . .
NO3 . . PHYC . . sst_cruise . .
CHL . . PO4 . . Si . .
PHYC . . O2 . . NO3 . .
PO4 . . sst . . CHL . .
O2 . . PP . . PHYC . .
sst . . vgosa . . PO4 . .
PP . . vgos . . O2 . .
sla . . sla . . sst . .
ugos . . ugos . . PP . .
wind_stress . . wind_stress . . vgos . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . sla . .
surface_downward_northward_stress . . surface_downward_northward_stress . . surface_downward_eastward_stress . .
sss . . northward_wind . . surface_downward_northward_stress . .

KM1601 pro2

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 0.89 0.114 par_3 0.9 . par_6 0.7 0.001
par_3 0.87 0.068 par 0.58 -0.001 northward_wind 0.65 0.023
par_9 0.85 0.089 par_9 0.44 0.049 par_3 0.49 .
par 0.71 0.051 vgosa 0.32 . Fe 0.47 -0.008
par_12 0.56 0.023 par_6 0.29 . par 0.41 .
ugos 0.34 0.02 par_12 0.29 . ugosa 0.33 0.002
wind_speed 0.17 . Fe 0.23 . par_9 0.3 .
Fe 0.16 . ugosa 0.18 . ugos 0.24 .
northward_wind 0.15 . northward_wind 0.14 . par_12 0.22 .
ugosa 0.13 . wind_speed 0.1 . wind_speed 0.17 .
eastward_wind 0.09 . vgos 0.08 . vgosa 0.08 .
vgos 0.07 . wind_stress 0.05 . eastward_wind 0.06 .
vgosa 0.03 . ugos 0.03 . vgos 0.05 .
sla 0.03 . sss 0.03 . sss 0.04 .
sss 0.03 . eastward_wind 0.01 . sla 0.03 .
density_WOA_clim 0.01 . surface_downward_northward_stress 0.01 . surface_downward_northward_stress 0.03 .
wind_stress 0.01 . AOU_WOA_clim . . wind_stress 0.02 .
AOU_WOA_clim . . density_WOA_clim . . sss_cruise 0.01 .
o2sat_WOA_clim . . o2sat_WOA_clim . . AOU_WOA_clim . .
oxygen_WOA_clim . . oxygen_WOA_clim . . density_WOA_clim . .
salinity_WOA_clim . . salinity_WOA_clim . . o2sat_WOA_clim . .
conductivity_WOA_clim . . conductivity_WOA_clim . . oxygen_WOA_clim . .
nitrate_WOA_clim . . nitrate_WOA_clim . . salinity_WOA_clim . .
phosphate_WOA_clim . . phosphate_WOA_clim . . conductivity_WOA_clim . .
silicate_WOA_clim . . silicate_WOA_clim . . nitrate_WOA_clim . .
sss_cruise . . sss_cruise . . phosphate_WOA_clim . .
sst_cruise . . sst_cruise . . silicate_WOA_clim . .
Si . . Si . . sst_cruise . .
NO3 . . NO3 . . Si . .
CHL . . CHL . . NO3 . .
PHYC . . PHYC . . CHL . .
PO4 . . PO4 . . PHYC . .
O2 . . O2 . . PO4 . .
sst . . sst . . O2 . .
PP . . PP . . sst . .
surface_downward_eastward_stress . . sla . . PP . .
surface_downward_northward_stress . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .

KM1602 rest1_2

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_9 0.7 0.19 par_12 0.71 0.329 par_12 0.56 0.107
surface_downward_northward_stress 0.37 . Fe 0.63 -0.036 surface_downward_northward_stress 0.56 .
Fe 0.36 . ugosa 0.56 -0.242 vgosa 0.55 0.048
vgosa 0.3 . northward_wind 0.51 -0.302 ugosa 0.5 -0.103
par_6 0.27 . par_9 0.5 0.032 par_9 0.44 0.012
northward_wind 0.26 -0.166 par 0.44 -0.009 par_3 0.43 .
par_3 0.25 . par_3 0.42 0.025 Fe 0.35 .
par_12 0.24 . vgosa 0.36 0.044 par_6 0.31 .
ugosa 0.24 -0.026 surface_downward_northward_stress 0.36 . par 0.22 .
par 0.23 . par_6 0.32 . northward_wind 0.22 -0.139
wind_speed 0.19 . sss 0.28 -0.77 wind_speed 0.18 .
ugos 0.17 . wind_speed 0.24 -0.09 ugos 0.16 .
eastward_wind 0.12 . sss_cruise 0.18 . eastward_wind 0.15 .
sss 0.09 . ugos 0.18 . vgos 0.1 .
wind_stress 0.07 . eastward_wind 0.17 . sss 0.07 .
vgos 0.05 . vgos 0.1 . sss_cruise 0.04 .
o2sat_WOA_clim 0.03 . o2sat_WOA_clim 0.05 . wind_stress 0.02 .
sla 0.01 . sla 0.04 . sla 0.01 .
AOU_WOA_clim . . sst_cruise 0.02 . AOU_WOA_clim . .
density_WOA_clim . . wind_stress 0.02 . density_WOA_clim . .
oxygen_WOA_clim . . AOU_WOA_clim . . o2sat_WOA_clim . .
salinity_WOA_clim . . density_WOA_clim . . oxygen_WOA_clim . .
conductivity_WOA_clim . . oxygen_WOA_clim . . salinity_WOA_clim . .
nitrate_WOA_clim . . salinity_WOA_clim . . conductivity_WOA_clim . .
phosphate_WOA_clim . . conductivity_WOA_clim . . nitrate_WOA_clim . .
silicate_WOA_clim . . nitrate_WOA_clim . . phosphate_WOA_clim . .
sss_cruise . . phosphate_WOA_clim . . silicate_WOA_clim . .
sst_cruise . . silicate_WOA_clim . . sst_cruise . .
Si . . Si . . Si . .
NO3 . . NO3 . . NO3 . .
CHL . . CHL . . CHL . .
PHYC . . PHYC . . PHYC . .
PO4 . . PO4 . . PO4 . .
O2 . . O2 . . O2 . .
sst . . sst . . sst . .
PP . . PP . . PP . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .

KM1602 rest1_1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
surface_downward_northward_stress 0.33 -0.014 par_6 0.45 0.137 Fe 0.37 0.12
eastward_wind 0.31 0.026 par 0.33 -0.029 vgosa 0.29 .
par_3 0.27 . par_12 0.22 . par_3 0.27 0.024
par_6 0.27 . vgosa 0.2 . par_12 0.27 -0.004
par_9 0.27 . ugosa 0.2 -0.007 ugosa 0.25 -0.107
vgosa 0.27 -0.007 par_3 0.18 . par_6 0.24 0.004
par_12 0.25 . par_9 0.17 . par_9 0.23 .
ugosa 0.24 . Fe 0.16 . surface_downward_northward_stress 0.21 .
par 0.22 . surface_downward_northward_stress 0.15 . par 0.2 0.004
Fe 0.22 . eastward_wind 0.11 . eastward_wind 0.17 .
wind_speed 0.2 . wind_speed 0.11 . wind_speed 0.11 .
northward_wind 0.19 . northward_wind 0.07 . northward_wind 0.1 .
ugos 0.1 . o2sat_WOA_clim 0.04 . ugos 0.09 .
o2sat_WOA_clim 0.04 . vgos 0.04 . o2sat_WOA_clim 0.03 .
vgos 0.03 . sss 0.04 . vgos 0.01 .
sla 0.01 . sla 0.02 . sss 0.01 .
AOU_WOA_clim . . ugos 0.02 . AOU_WOA_clim . .
density_WOA_clim . . wind_stress 0.01 . density_WOA_clim . .
oxygen_WOA_clim . . AOU_WOA_clim . . oxygen_WOA_clim . .
salinity_WOA_clim . . density_WOA_clim . . salinity_WOA_clim . .
conductivity_WOA_clim . . oxygen_WOA_clim . . conductivity_WOA_clim . .
nitrate_WOA_clim . . salinity_WOA_clim . . nitrate_WOA_clim . .
phosphate_WOA_clim . . conductivity_WOA_clim . . phosphate_WOA_clim . .
silicate_WOA_clim . . nitrate_WOA_clim . . silicate_WOA_clim . .
sss_cruise . . phosphate_WOA_clim . . sss_cruise . .
sst_cruise . . silicate_WOA_clim . . sst_cruise . .
Si . . sss_cruise . . Si . .
NO3 . . sst_cruise . . NO3 . .
CHL . . Si . . CHL . .
PHYC . . NO3 . . PHYC . .
PO4 . . CHL . . PO4 . .
O2 . . PHYC . . O2 . .
sst . . PO4 . . sst . .
PP . . O2 . . PP . .
wind_stress . . sst . . sla . .
surface_downward_eastward_stress . . PP . . wind_stress . .
sss . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .

KM1602 pico2_1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 0.96 0.238 par_12 0.93 -0.028 par 0.96 0.075
par_12 0.96 0.155 par_3 0.87 -0.036 par_3 0.88 0.053
par_9 0.95 0.127 eastward_wind 0.86 -0.091 par_9 0.7 0.019
par_6 0.93 0.067 par 0.72 -0.017 par_12 0.68 0.034
eastward_wind 0.74 0.028 par_6 0.68 0.004 vgosa 0.67 -0.021
surface_downward_northward_stress 0.62 . par_9 0.65 0.011 par_6 0.37 .
vgosa 0.55 -0.062 vgosa 0.62 . Fe 0.34 0.016
northward_wind 0.54 -0.168 Fe 0.6 0.002 eastward_wind 0.31 .
Fe 0.52 0.046 wind_speed 0.47 -0.028 wind_speed 0.29 .
ugosa 0.47 -0.026 sss 0.4 -0.211 surface_downward_northward_stress 0.25 .
par 0.44 . ugos 0.37 . ugosa 0.23 .
wind_speed 0.17 . o2sat_WOA_clim 0.35 0.004 o2sat_WOA_clim 0.18 .
o2sat_WOA_clim 0.14 . ugosa 0.33 . ugos 0.18 .
Si 0.07 . surface_downward_northward_stress 0.28 . northward_wind 0.12 .
ugos 0.07 . sst_cruise 0.19 . sla 0.06 .
sla 0.05 . sla 0.18 . sss 0.04 .
phosphate_WOA_clim 0.03 . sss_cruise 0.08 . sss_cruise 0.03 .
sss_cruise 0.02 . vgos 0.08 . sst_cruise 0.03 .
wind_stress 0.02 . northward_wind 0.06 . density_WOA_clim 0.02 .
AOU_WOA_clim 0.01 . density_WOA_clim 0.02 . AOU_WOA_clim 0.01 .
sst_cruise 0.01 . phosphate_WOA_clim 0.02 . wind_stress 0.01 .
PP 0.01 . Si 0.01 . surface_downward_eastward_stress 0.01 .
vgos 0.01 . AOU_WOA_clim . . oxygen_WOA_clim . .
sss 0.01 . oxygen_WOA_clim . . salinity_WOA_clim . .
density_WOA_clim . . salinity_WOA_clim . . conductivity_WOA_clim . .
oxygen_WOA_clim . . conductivity_WOA_clim . . nitrate_WOA_clim . .
salinity_WOA_clim . . nitrate_WOA_clim . . phosphate_WOA_clim . .
conductivity_WOA_clim . . silicate_WOA_clim . . silicate_WOA_clim . .
nitrate_WOA_clim . . NO3 . . Si . .
silicate_WOA_clim . . CHL . . NO3 . .
NO3 . . PHYC . . CHL . .
CHL . . PO4 . . PHYC . .
PHYC . . O2 . . PO4 . .
PO4 . . sst . . O2 . .
O2 . . PP . . sst . .
sst . . wind_stress . . PP . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . vgos . .

KM1602 pico1_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 0.81 0.061 par 0.65 -0.024 par 0.79 0.015
par_9 0.77 0.113 par_3 0.51 -0.093 par_3 0.65 .
par_3 0.58 0.032 par_6 0.35 . par_6 0.57 0.008
Fe 0.45 -0.127 par_12 0.35 -0.011 par_9 0.35 0.002
eastward_wind 0.4 0.004 par_9 0.26 . vgosa 0.32 -0.001
ugosa 0.16 . Fe 0.25 . par_12 0.29 .
par_12 0.12 . surface_downward_northward_stress 0.18 . surface_downward_northward_stress 0.18 .
wind_speed 0.11 . wind_speed 0.17 . Fe 0.16 .
surface_downward_northward_stress 0.11 . ugosa 0.16 . eastward_wind 0.12 .
par 0.08 . vgosa 0.1 . ugosa 0.1 .
vgosa 0.08 . ugos 0.06 . wind_speed 0.08 .
vgos 0.04 . northward_wind 0.04 . o2sat_WOA_clim 0.06 .
northward_wind 0.03 . vgos 0.03 . vgos 0.03 .
o2sat_WOA_clim 0.02 . eastward_wind 0.03 . ugos 0.03 .
ugos 0.02 . sss_cruise 0.01 . northward_wind 0.02 .
AOU_WOA_clim . . sla 0.01 . AOU_WOA_clim 0.01 .
density_WOA_clim . . wind_stress 0.01 . density_WOA_clim . .
oxygen_WOA_clim . . AOU_WOA_clim . . oxygen_WOA_clim . .
salinity_WOA_clim . . density_WOA_clim . . salinity_WOA_clim . .
conductivity_WOA_clim . . o2sat_WOA_clim . . conductivity_WOA_clim . .
nitrate_WOA_clim . . oxygen_WOA_clim . . nitrate_WOA_clim . .
phosphate_WOA_clim . . salinity_WOA_clim . . phosphate_WOA_clim . .
silicate_WOA_clim . . conductivity_WOA_clim . . silicate_WOA_clim . .
sss_cruise . . nitrate_WOA_clim . . sss_cruise . .
sst_cruise . . phosphate_WOA_clim . . sst_cruise . .
Si . . silicate_WOA_clim . . Si . .
NO3 . . sst_cruise . . NO3 . .
CHL . . Si . . CHL . .
PHYC . . NO3 . . PHYC . .
PO4 . . CHL . . PO4 . .
O2 . . PHYC . . O2 . .
sst . . PO4 . . sst . .
PP . . O2 . . PP . .
sla . . sst . . sla . .
wind_stress . . PP . . wind_stress . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
sss . . sss . . sss . .

KM1602 bg

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_9 0.71 0.033 par_3 0.66 -0.006 par 0.51 0.044
par_6 0.62 . par_9 0.49 -0.016 par_12 0.51 .
par_3 0.51 . Fe 0.3 0.001 Fe 0.42 -0.043
par_12 0.39 . surface_downward_northward_stress 0.24 . ugosa 0.3 0.008
eastward_wind 0.37 . par_6 0.22 . wind_speed 0.3 .
surface_downward_northward_stress 0.27 . par_12 0.21 . par_9 0.28 .
ugosa 0.17 . northward_wind 0.2 -0.093 surface_downward_northward_stress 0.26 0.043
Fe 0.13 . wind_speed 0.17 . par_3 0.23 .
vgosa 0.08 . ugosa 0.14 . par_6 0.23 .
wind_speed 0.08 . par 0.13 . vgosa 0.08 .
par 0.07 . vgosa 0.08 . ugos 0.08 .
northward_wind 0.03 . ugos 0.04 . vgos 0.07 .
ugos 0.02 . eastward_wind 0.03 . northward_wind 0.07 .
phosphate_WOA_clim 0.01 . sss_cruise 0.02 . eastward_wind 0.06 .
sst_cruise 0.01 . vgos 0.02 . wind_stress 0.01 .
sla 0.01 . o2sat_WOA_clim 0.01 . sss 0.01 .
wind_stress 0.01 . sst_cruise 0.01 . AOU_WOA_clim . .
AOU_WOA_clim . . sss 0.01 . density_WOA_clim . .
density_WOA_clim . . AOU_WOA_clim . . o2sat_WOA_clim . .
o2sat_WOA_clim . . density_WOA_clim . . oxygen_WOA_clim . .
oxygen_WOA_clim . . oxygen_WOA_clim . . salinity_WOA_clim . .
salinity_WOA_clim . . salinity_WOA_clim . . conductivity_WOA_clim . .
conductivity_WOA_clim . . conductivity_WOA_clim . . nitrate_WOA_clim . .
nitrate_WOA_clim . . nitrate_WOA_clim . . phosphate_WOA_clim . .
silicate_WOA_clim . . phosphate_WOA_clim . . silicate_WOA_clim . .
sss_cruise . . silicate_WOA_clim . . sss_cruise . .
Si . . Si . . sst_cruise . .
NO3 . . NO3 . . Si . .
CHL . . CHL . . NO3 . .
PHYC . . PHYC . . CHL . .
PO4 . . PO4 . . PHYC . .
O2 . . O2 . . PO4 . .
sst . . sst . . O2 . .
PP . . PP . . sst . .
vgos . . sla . . PP . .
surface_downward_eastward_stress . . wind_stress . . sla . .
sss . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .

KM1602 bead

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par 0.62 -0.051 par_12 0.5 0.026 par_3 0.37 -0.007
par_12 0.48 0.005 par_6 0.28 . par 0.33 .
par_9 0.43 0.022 ugosa 0.25 . wind_speed 0.31 -0.016
eastward_wind 0.28 . par 0.24 -0.005 par_9 0.25 0.005
northward_wind 0.2 . par_3 0.23 . vgosa 0.21 .
vgosa 0.19 . par_9 0.2 . par_6 0.19 .
par_3 0.17 . Fe 0.2 . surface_downward_northward_stress 0.19 .
par_6 0.17 . eastward_wind 0.2 0.001 par_12 0.17 .
surface_downward_northward_stress 0.17 -0.015 vgosa 0.18 . Fe 0.16 .
Fe 0.15 . surface_downward_northward_stress 0.13 . ugosa 0.14 .
ugosa 0.06 . wind_speed 0.1 . eastward_wind 0.14 .
wind_speed 0.06 . o2sat_WOA_clim 0.08 . ugos 0.07 .
ugos 0.04 . northward_wind 0.06 . o2sat_WOA_clim 0.06 .
o2sat_WOA_clim 0.03 . ugos 0.04 . sla 0.02 .
sst_cruise 0.02 . vgos 0.03 . northward_wind 0.01 .
density_WOA_clim 0.01 . sss_cruise 0.01 . AOU_WOA_clim . .
AOU_WOA_clim . . sla 0.01 . density_WOA_clim . .
oxygen_WOA_clim . . AOU_WOA_clim . . oxygen_WOA_clim . .
salinity_WOA_clim . . density_WOA_clim . . salinity_WOA_clim . .
conductivity_WOA_clim . . oxygen_WOA_clim . . conductivity_WOA_clim . .
nitrate_WOA_clim . . salinity_WOA_clim . . nitrate_WOA_clim . .
phosphate_WOA_clim . . conductivity_WOA_clim . . phosphate_WOA_clim . .
silicate_WOA_clim . . nitrate_WOA_clim . . silicate_WOA_clim . .
sss_cruise . . phosphate_WOA_clim . . sss_cruise . .
Si . . silicate_WOA_clim . . sst_cruise . .
NO3 . . sst_cruise . . Si . .
CHL . . Si . . NO3 . .
PHYC . . NO3 . . CHL . .
PO4 . . CHL . . PHYC . .
O2 . . PHYC . . PO4 . .
sst . . PO4 . . O2 . .
PP . . O2 . . sst . .
vgos . . sst . . PP . .
sla . . PP . . vgos . .
wind_stress . . wind_stress . . wind_stress . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
sss . . sss . . sss . .

KM1602 pro1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par 1 0.12 par_3 1 -0.083 eastward_wind 0.91 -0.016
par_3 1 0.074 par 0.98 -0.069 par_12 0.79 -0.002
par_6 1 0.199 par_12 0.88 -0.028 par_3 0.77 -0.003
par_9 1 0.08 wind_speed 0.71 . par 0.65 0.001
par_12 0.88 0.04 par_9 0.68 -0.004 surface_downward_northward_stress 0.65 .
wind_speed 0.8 -0.062 Fe 0.59 . wind_speed 0.56 -0.009
Fe 0.74 0.03 eastward_wind 0.59 -0.004 par_6 0.55 0.002
northward_wind 0.71 -0.047 sss_cruise 0.56 0.033 par_9 0.55 0
sst_cruise 0.69 -0.668 par_6 0.51 . ugos 0.49 0.003
ugos 0.68 0.031 vgosa 0.46 -0.001 ugosa 0.48 0.003
vgosa 0.64 -0.015 surface_downward_northward_stress 0.43 . sss_cruise 0.43 0.019
o2sat_WOA_clim 0.62 -0.005 ugos 0.41 . vgosa 0.43 .
sss_cruise 0.62 0.046 northward_wind 0.34 . Fe 0.35 .
sla 0.49 -0.044 o2sat_WOA_clim 0.31 . o2sat_WOA_clim 0.34 .
eastward_wind 0.43 -0.023 sst_cruise 0.21 . sst_cruise 0.21 -0.002
density_WOA_clim 0.3 . ugosa 0.2 . vgos 0.19 .
surface_downward_northward_stress 0.3 . vgos 0.16 . density_WOA_clim 0.13 .
vgos 0.26 . density_WOA_clim 0.12 . sla 0.13 .
ugosa 0.25 . sla 0.09 . northward_wind 0.13 .
surface_downward_eastward_stress 0.22 -0.03 sss 0.04 . sss 0.13 .
sss 0.18 . surface_downward_eastward_stress 0.02 . surface_downward_eastward_stress 0.12 .
phosphate_WOA_clim 0.05 . phosphate_WOA_clim 0.01 . AOU_WOA_clim . .
AOU_WOA_clim 0.03 . AOU_WOA_clim . . oxygen_WOA_clim . .
wind_stress 0.03 . oxygen_WOA_clim . . salinity_WOA_clim . .
O2 0.02 . salinity_WOA_clim . . conductivity_WOA_clim . .
Si 0.01 . conductivity_WOA_clim . . nitrate_WOA_clim . .
PO4 0.01 . nitrate_WOA_clim . . phosphate_WOA_clim . .
PP 0.01 . silicate_WOA_clim . . silicate_WOA_clim . .
oxygen_WOA_clim . . Si . . Si . .
salinity_WOA_clim . . NO3 . . NO3 . .
conductivity_WOA_clim . . CHL . . CHL . .
nitrate_WOA_clim . . PHYC . . PHYC . .
silicate_WOA_clim . . PO4 . . PO4 . .
NO3 . . O2 . . O2 . .
CHL . . sst . . sst . .
PHYC . . PP . . PP . .
sst . . wind_stress . . wind_stress . .

KM1602 small

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 0.83 0.071 par 0.46 . eastward_wind 0.58 -0.009
par_6 0.69 0.078 par_6 0.46 0.002 par 0.52 0.002
par 0.61 0.062 par_3 0.41 . surface_downward_northward_stress 0.51 0.002
par_9 0.59 0.072 par_9 0.4 0.008 vgosa 0.47 .
par_12 0.47 0.003 par_12 0.38 . par_3 0.44 .
eastward_wind 0.44 -0.005 wind_speed 0.34 0.003 par_12 0.41 -0.002
Fe 0.37 . surface_downward_northward_stress 0.27 . ugosa 0.37 0.005
wind_speed 0.35 . Fe 0.24 . par_9 0.36 .
vgosa 0.28 . eastward_wind 0.19 . par_6 0.29 .
ugos 0.28 0.026 vgosa 0.16 . Fe 0.29 .
surface_downward_northward_stress 0.28 . ugos 0.13 . wind_speed 0.22 -0.001
ugosa 0.22 . ugosa 0.12 . ugos 0.2 .
o2sat_WOA_clim 0.2 . northward_wind 0.12 . sss_cruise 0.16 .
sss_cruise 0.14 0.025 o2sat_WOA_clim 0.08 . o2sat_WOA_clim 0.09 .
sst_cruise 0.14 -0.044 sss_cruise 0.07 . vgos 0.09 .
northward_wind 0.11 . sst_cruise 0.07 . northward_wind 0.08 .
vgos 0.1 . vgos 0.07 . sst_cruise 0.06 .
sla 0.09 . density_WOA_clim 0.03 . density_WOA_clim 0.05 .
density_WOA_clim 0.06 . sla 0.02 . sla 0.05 .
surface_downward_eastward_stress 0.06 . phosphate_WOA_clim 0.01 . surface_downward_eastward_stress 0.03 .
sss 0.04 . sss 0.01 . sss 0.02 .
phosphate_WOA_clim 0.01 . AOU_WOA_clim . . AOU_WOA_clim . .
sst 0.01 . oxygen_WOA_clim . . oxygen_WOA_clim . .
AOU_WOA_clim . . salinity_WOA_clim . . salinity_WOA_clim . .
oxygen_WOA_clim . . conductivity_WOA_clim . . conductivity_WOA_clim . .
salinity_WOA_clim . . nitrate_WOA_clim . . nitrate_WOA_clim . .
conductivity_WOA_clim . . silicate_WOA_clim . . phosphate_WOA_clim . .
nitrate_WOA_clim . . Si . . silicate_WOA_clim . .
silicate_WOA_clim . . NO3 . . Si . .
Si . . CHL . . NO3 . .
NO3 . . PHYC . . CHL . .
CHL . . PO4 . . PHYC . .
PHYC . . O2 . . PO4 . .
PO4 . . sst . . O2 . .
O2 . . PP . . sst . .
PP . . wind_stress . . PP . .
wind_stress . . surface_downward_eastward_stress . . wind_stress . .

KM1602 pro2

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 0.63 0.039 par_3 0.58 -0.061 surface_downward_northward_stress 0.52 0.004
par_9 0.59 0.07 par 0.54 -0.068 eastward_wind 0.46 -0.024
par_6 0.58 0.106 par_6 0.29 . par 0.41 0.008
par 0.5 0.074 surface_downward_northward_stress 0.26 . par_12 0.41 -0.001
par_12 0.36 0.023 par_9 0.22 . par_3 0.34 .
Fe 0.29 0.001 par_12 0.22 -0.014 par_6 0.32 .
eastward_wind 0.18 . Fe 0.22 . Fe 0.27 0.012
wind_speed 0.18 . wind_speed 0.22 . vgosa 0.25 -0.001
ugos 0.15 0.004 ugosa 0.12 . par_9 0.24 0.001
vgosa 0.13 -0.013 northward_wind 0.12 . wind_speed 0.14 .
ugosa 0.13 . ugos 0.08 . ugosa 0.11 .
surface_downward_northward_stress 0.12 . vgosa 0.06 . northward_wind 0.09 .
sss_cruise 0.09 0.016 eastward_wind 0.06 . ugos 0.08 .
sst_cruise 0.08 . o2sat_WOA_clim 0.04 . sss_cruise 0.05 .
o2sat_WOA_clim 0.06 . vgos 0.03 . o2sat_WOA_clim 0.03 .
vgos 0.04 . sss_cruise 0.02 . vgos 0.03 .
northward_wind 0.04 . sla 0.01 . sla 0.03 .
sla 0.02 . wind_stress 0.01 . sss 0.02 .
sss 0.02 . sss 0.01 . AOU_WOA_clim . .
wind_stress 0.01 . AOU_WOA_clim . . density_WOA_clim . .
AOU_WOA_clim . . density_WOA_clim . . oxygen_WOA_clim . .
density_WOA_clim . . oxygen_WOA_clim . . salinity_WOA_clim . .
oxygen_WOA_clim . . salinity_WOA_clim . . conductivity_WOA_clim . .
salinity_WOA_clim . . conductivity_WOA_clim . . nitrate_WOA_clim . .
conductivity_WOA_clim . . nitrate_WOA_clim . . phosphate_WOA_clim . .
nitrate_WOA_clim . . phosphate_WOA_clim . . silicate_WOA_clim . .
phosphate_WOA_clim . . silicate_WOA_clim . . sst_cruise . .
silicate_WOA_clim . . sst_cruise . . Si . .
Si . . Si . . NO3 . .
NO3 . . NO3 . . CHL . .
CHL . . CHL . . PHYC . .
PHYC . . PHYC . . PO4 . .
PO4 . . PO4 . . O2 . .
O2 . . O2 . . sst . .
sst . . sst . . PP . .
PP . . PP . . wind_stress . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .

KM1602 rest2_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
Fe 0.45 -0.09 par_6 0.42 -0.005 vgosa 0.38 -0.003
par_9 0.36 0.043 par_3 0.31 -0.006 par_9 0.3 .
par_3 0.33 . surface_downward_northward_stress 0.31 -0.024 par_12 0.28 .
par 0.3 . par 0.3 -0.001 surface_downward_northward_stress 0.27 .
eastward_wind 0.28 0.114 eastward_wind 0.26 0.008 par_6 0.26 .
par_12 0.24 . wind_speed 0.21 . par 0.25 .
ugosa 0.2 . par_9 0.2 . Fe 0.22 .
vgosa 0.19 . par_12 0.2 . par_3 0.21 .
surface_downward_northward_stress 0.17 . northward_wind 0.2 . wind_speed 0.21 .
par_6 0.16 . Fe 0.18 . ugosa 0.19 .
wind_speed 0.09 . ugosa 0.16 . northward_wind 0.18 .
northward_wind 0.07 . ugos 0.1 . ugos 0.14 .
vgos 0.05 . vgosa 0.09 . eastward_wind 0.14 .
o2sat_WOA_clim 0.03 . sss 0.08 . sss_cruise 0.05 .
ugos 0.03 . sss_cruise 0.07 . vgos 0.04 .
sla 0.02 . vgos 0.05 . sla 0.02 .
AOU_WOA_clim 0.01 . sla 0.03 . density_WOA_clim 0.01 .
wind_stress 0.01 . density_WOA_clim 0.02 . phosphate_WOA_clim 0.01 .
sss 0.01 . o2sat_WOA_clim 0.02 . sst_cruise 0.01 .
density_WOA_clim . . phosphate_WOA_clim 0.01 . sss 0.01 .
oxygen_WOA_clim . . AOU_WOA_clim . . AOU_WOA_clim . .
salinity_WOA_clim . . oxygen_WOA_clim . . o2sat_WOA_clim . .
conductivity_WOA_clim . . salinity_WOA_clim . . oxygen_WOA_clim . .
nitrate_WOA_clim . . conductivity_WOA_clim . . salinity_WOA_clim . .
phosphate_WOA_clim . . nitrate_WOA_clim . . conductivity_WOA_clim . .
silicate_WOA_clim . . silicate_WOA_clim . . nitrate_WOA_clim . .
sss_cruise . . sst_cruise . . silicate_WOA_clim . .
sst_cruise . . Si . . Si . .
Si . . NO3 . . NO3 . .
NO3 . . CHL . . CHL . .
CHL . . PHYC . . PHYC . .
PHYC . . PO4 . . PO4 . .
PO4 . . O2 . . O2 . .
O2 . . sst . . sst . .
sst . . PP . . PP . .
PP . . wind_stress . . wind_stress . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .

KOK1604 pico2_1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 0.343 0.089 par_3 0.485 -0.041 ugos 0.404 -0.035
par_9 0.343 0.085 par_6 0.485 -0.047 par 0.333 0.124
par_12 0.283 0.123 ugos 0.242 . par_6 0.333 -0.041
par 0.273 0.125 wind_stress 0.202 0.007 par_9 0.141 0.045
ugos 0.253 -0.005 vgosa 0.192 0.012 par_12 0.121 0.012
par_6 0.222 0.112 par_9 0.182 . vgosa 0.091 0.003
vgosa 0.131 0.025 par 0.172 . ugosa 0.04 .
wind_stress 0.081 . ugosa 0.162 . par_3 0.03 .
ugosa 0.061 . par_12 0.131 0.013 wind_stress 0.02 .
Fe 0.051 . Fe 0.081 0.05 Fe 0.01 .
vgos 0.02 . surface_downward_northward_stress 0.051 . northward_wind 0.01 .
surface_downward_eastward_stress 0.01 . vgos 0.02 . AOU_WOA_clim . .
AOU_WOA_clim . . sss 0.02 . density_WOA_clim . .
density_WOA_clim . . density_WOA_clim 0.01 . o2sat_WOA_clim . .
o2sat_WOA_clim . . surface_downward_eastward_stress 0.01 . oxygen_WOA_clim . .
oxygen_WOA_clim . . AOU_WOA_clim . . salinity_WOA_clim . .
salinity_WOA_clim . . o2sat_WOA_clim . . conductivity_WOA_clim . .
conductivity_WOA_clim . . oxygen_WOA_clim . . nitrate_WOA_clim . .
nitrate_WOA_clim . . salinity_WOA_clim . . phosphate_WOA_clim . .
phosphate_WOA_clim . . conductivity_WOA_clim . . silicate_WOA_clim . .
silicate_WOA_clim . . nitrate_WOA_clim . . sss_cruise . .
sss_cruise . . phosphate_WOA_clim . . sst_cruise . .
sst_cruise . . silicate_WOA_clim . . Si . .
Si . . sss_cruise . . NO3 . .
NO3 . . sst_cruise . . CHL . .
CHL . . Si . . PHYC . .
PHYC . . NO3 . . PO4 . .
PO4 . . CHL . . O2 . .
O2 . . PHYC . . sst . .
sst . . PO4 . . PP . .
PP . . O2 . . vgos . .
sla . . sst . . sla . .
eastward_wind . . PP . . eastward_wind . .
wind_speed . . sla . . surface_downward_eastward_stress . .
surface_downward_northward_stress . . eastward_wind . . wind_speed . .
northward_wind . . wind_speed . . surface_downward_northward_stress . .
sss . . northward_wind . . sss . .

KOK1604 small

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 0.758 0.039 par_6 0.556 0.042 par_6 0.121 0.002
par_6 0.586 0.072 par 0.212 -0.018 par_12 0.04 .
par_12 0.394 -0.017 par_3 0.111 . wind_stress 0.04 .
par 0.333 0.041 ugos 0.071 0.005 par 0.03 .
ugos 0.242 -0.011 wind_stress 0.051 . par_3 0.02 .
wind_stress 0.192 -0.025 vgosa 0.04 . ugosa 0.01 .
par_9 0.04 . par_12 0.03 . surface_downward_northward_stress 0.01 .
vgosa 0.04 . par_9 0.02 . AOU_WOA_clim . .
Fe 0.01 . ugosa 0.02 . density_WOA_clim . .
vgos 0.01 . AOU_WOA_clim . . o2sat_WOA_clim . .
AOU_WOA_clim . . density_WOA_clim . . oxygen_WOA_clim . .
density_WOA_clim . . o2sat_WOA_clim . . salinity_WOA_clim . .
o2sat_WOA_clim . . oxygen_WOA_clim . . conductivity_WOA_clim . .
oxygen_WOA_clim . . salinity_WOA_clim . . nitrate_WOA_clim . .
salinity_WOA_clim . . conductivity_WOA_clim . . phosphate_WOA_clim . .
conductivity_WOA_clim . . nitrate_WOA_clim . . silicate_WOA_clim . .
nitrate_WOA_clim . . phosphate_WOA_clim . . sss_cruise . .
phosphate_WOA_clim . . silicate_WOA_clim . . sst_cruise . .
silicate_WOA_clim . . sss_cruise . . par_9 . .
sss_cruise . . sst_cruise . . Si . .
sst_cruise . . Si . . NO3 . .
Si . . NO3 . . CHL . .
NO3 . . CHL . . PHYC . .
CHL . . PHYC . . PO4 . .
PHYC . . PO4 . . O2 . .
PO4 . . O2 . . sst . .
O2 . . sst . . Fe . .
sst . . Fe . . PP . .
PP . . PP . . vgosa . .
sla . . vgos . . vgos . .
ugosa . . sla . . sla . .
eastward_wind . . eastward_wind . . ugos . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . eastward_wind . .
wind_speed . . wind_speed . . surface_downward_eastward_stress . .
surface_downward_northward_stress . . surface_downward_northward_stress . . wind_speed . .
northward_wind . . northward_wind . . northward_wind . .
sss . . sss . . sss . .

KOK1604 bg

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 0.515 -0.045 par 0.414 -0.015 vgosa 0.182 -0.052
par_6 0.434 . par_6 0.364 0.099 par_12 0.162 .
par 0.081 . par_3 0.162 0.02 par_3 0.121 .
ugos 0.081 0.022 ugos 0.081 . ugosa 0.091 .
wind_stress 0.071 . vgosa 0.04 . ugos 0.091 .
vgosa 0.051 . par_12 0.02 . par 0.061 0
par_12 0.04 . ugosa 0.01 . wind_stress 0.061 0.014
ugosa 0.02 . wind_stress 0.01 . par_6 0.03 .
par_9 0.01 . AOU_WOA_clim . . par_9 0.01 .
vgos 0.01 . density_WOA_clim . . AOU_WOA_clim . .
surface_downward_northward_stress 0.01 . o2sat_WOA_clim . . density_WOA_clim . .
AOU_WOA_clim . . oxygen_WOA_clim . . o2sat_WOA_clim . .
density_WOA_clim . . salinity_WOA_clim . . oxygen_WOA_clim . .
o2sat_WOA_clim . . conductivity_WOA_clim . . salinity_WOA_clim . .
oxygen_WOA_clim . . nitrate_WOA_clim . . conductivity_WOA_clim . .
salinity_WOA_clim . . phosphate_WOA_clim . . nitrate_WOA_clim . .
conductivity_WOA_clim . . silicate_WOA_clim . . phosphate_WOA_clim . .
nitrate_WOA_clim . . sss_cruise . . silicate_WOA_clim . .
phosphate_WOA_clim . . sst_cruise . . sss_cruise . .
silicate_WOA_clim . . par_9 . . sst_cruise . .
sss_cruise . . Si . . Si . .
sst_cruise . . NO3 . . NO3 . .
Si . . CHL . . CHL . .
NO3 . . PHYC . . PHYC . .
CHL . . PO4 . . PO4 . .
PHYC . . O2 . . O2 . .
PO4 . . sst . . sst . .
O2 . . Fe . . Fe . .
sst . . PP . . PP . .
Fe . . vgos . . vgos . .
PP . . sla . . sla . .
sla . . eastward_wind . . eastward_wind . .
eastward_wind . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
surface_downward_eastward_stress . . wind_speed . . wind_speed . .
wind_speed . . surface_downward_northward_stress . . surface_downward_northward_stress . .
northward_wind . . northward_wind . . northward_wind . .
sss . . sss . . sss . .

KOK1604 bead

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_12 0.525 0.052 par_9 0.404 0.018 par 0.616 -0.03
par_9 0.313 0.015 par_6 0.232 . vgosa 0.455 -0.01
par 0.182 . par_12 0.202 0.002 par_9 0.343 0
par_6 0.131 0.006 vgosa 0.141 . par_3 0.283 -0.003
vgosa 0.101 . par 0.121 -0.007 ugos 0.162 .
par_3 0.071 . ugos 0.121 0.005 wind_stress 0.141 .
wind_stress 0.061 . par_3 0.081 . ugosa 0.111 .
Fe 0.04 . wind_stress 0.081 . par_12 0.091 .
ugos 0.02 . vgos 0.02 . par_6 0.04 .
AOU_WOA_clim . . AOU_WOA_clim . . Fe 0.02 .
density_WOA_clim . . density_WOA_clim . . vgos 0.01 .
o2sat_WOA_clim . . o2sat_WOA_clim . . AOU_WOA_clim . .
oxygen_WOA_clim . . oxygen_WOA_clim . . density_WOA_clim . .
salinity_WOA_clim . . salinity_WOA_clim . . o2sat_WOA_clim . .
conductivity_WOA_clim . . conductivity_WOA_clim . . oxygen_WOA_clim . .
nitrate_WOA_clim . . nitrate_WOA_clim . . salinity_WOA_clim . .
phosphate_WOA_clim . . phosphate_WOA_clim . . conductivity_WOA_clim . .
silicate_WOA_clim . . silicate_WOA_clim . . nitrate_WOA_clim . .
sss_cruise . . sss_cruise . . phosphate_WOA_clim . .
sst_cruise . . sst_cruise . . silicate_WOA_clim . .
Si . . Si . . sss_cruise . .
NO3 . . NO3 . . sst_cruise . .
CHL . . CHL . . Si . .
PHYC . . PHYC . . NO3 . .
PO4 . . PO4 . . CHL . .
O2 . . O2 . . PHYC . .
sst . . sst . . PO4 . .
PP . . Fe . . O2 . .
vgos . . PP . . sst . .
sla . . sla . . PP . .
ugosa . . ugosa . . sla . .
eastward_wind . . eastward_wind . . eastward_wind . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
wind_speed . . wind_speed . . wind_speed . .
surface_downward_northward_stress . . surface_downward_northward_stress . . surface_downward_northward_stress . .
northward_wind . . northward_wind . . northward_wind . .
sss . . sss . . sss . .

KOK1604 rest1_2

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 0.232 -0.014 par 0.192 -0.039 par_12 0.111 .
par_6 0.182 -0.028 vgosa 0.182 0.051 par_3 0.101 -0.01
par_9 0.152 -0.043 par_6 0.131 . ugos 0.091 -0.025
vgosa 0.141 -0.012 par_12 0.091 . par_9 0.081 0.013
par_12 0.131 0.029 par_3 0.04 . vgosa 0.071 .
wind_stress 0.111 0.052 wind_stress 0.03 . wind_stress 0.051 .
ugos 0.051 . ugosa 0.01 . par 0.04 -0.003
par 0.04 . ugos 0.01 . par_6 0.03 .
Fe 0.01 . AOU_WOA_clim . . AOU_WOA_clim . .
ugosa 0.01 . density_WOA_clim . . density_WOA_clim . .
AOU_WOA_clim . . o2sat_WOA_clim . . o2sat_WOA_clim . .
density_WOA_clim . . oxygen_WOA_clim . . oxygen_WOA_clim . .
o2sat_WOA_clim . . salinity_WOA_clim . . salinity_WOA_clim . .
oxygen_WOA_clim . . conductivity_WOA_clim . . conductivity_WOA_clim . .
salinity_WOA_clim . . nitrate_WOA_clim . . nitrate_WOA_clim . .
conductivity_WOA_clim . . phosphate_WOA_clim . . phosphate_WOA_clim . .
nitrate_WOA_clim . . silicate_WOA_clim . . silicate_WOA_clim . .
phosphate_WOA_clim . . sss_cruise . . sss_cruise . .
silicate_WOA_clim . . sst_cruise . . sst_cruise . .
sss_cruise . . par_9 . . Si . .
sst_cruise . . Si . . NO3 . .
Si . . NO3 . . CHL . .
NO3 . . CHL . . PHYC . .
CHL . . PHYC . . PO4 . .
PHYC . . PO4 . . O2 . .
PO4 . . O2 . . sst . .
O2 . . sst . . Fe . .
sst . . Fe . . PP . .
PP . . PP . . vgos . .
vgos . . vgos . . sla . .
sla . . sla . . ugosa . .
eastward_wind . . eastward_wind . . eastward_wind . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
wind_speed . . wind_speed . . wind_speed . .
surface_downward_northward_stress . . surface_downward_northward_stress . . surface_downward_northward_stress . .
northward_wind . . northward_wind . . northward_wind . .
sss . . sss . . sss . .

KOK1604 pico1_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 1 0.114 par_6 0.909 0.211 par 1 0.185
par_6 0.97 0.249 par 0.818 -0.01 par_9 0.758 0.036
par 0.96 0.184 wind_stress 0.788 0.069 ugos 0.657 .
par_9 0.909 0.043 ugos 0.717 0.037 par_3 0.465 0.005
wind_stress 0.838 -0.065 par_9 0.606 0.02 par_6 0.424 0.082
ugos 0.576 -0.019 par_3 0.566 -0.03 wind_stress 0.374 -0.003
Fe 0.414 -0.061 par_12 0.444 -0.01 par_12 0.343 -0.014
vgosa 0.404 -0.033 vgosa 0.354 . vgosa 0.343 .
par_12 0.394 -0.022 Fe 0.212 . wind_speed 0.091 .
sss 0.111 0.191 surface_downward_northward_stress 0.111 . ugosa 0.071 .
vgos 0.081 . surface_downward_eastward_stress 0.071 . Fe 0.03 .
surface_downward_northward_stress 0.061 . ugosa 0.03 . surface_downward_northward_stress 0.02 .
surface_downward_eastward_stress 0.04 . vgos 0.01 . AOU_WOA_clim . .
o2sat_WOA_clim 0.02 . sss 0.01 . density_WOA_clim . .
ugosa 0.01 . AOU_WOA_clim . . o2sat_WOA_clim . .
northward_wind 0.01 . density_WOA_clim . . oxygen_WOA_clim . .
AOU_WOA_clim . . o2sat_WOA_clim . . salinity_WOA_clim . .
density_WOA_clim . . oxygen_WOA_clim . . conductivity_WOA_clim . .
oxygen_WOA_clim . . salinity_WOA_clim . . nitrate_WOA_clim . .
salinity_WOA_clim . . conductivity_WOA_clim . . phosphate_WOA_clim . .
conductivity_WOA_clim . . nitrate_WOA_clim . . silicate_WOA_clim . .
nitrate_WOA_clim . . phosphate_WOA_clim . . sss_cruise . .
phosphate_WOA_clim . . silicate_WOA_clim . . sst_cruise . .
silicate_WOA_clim . . sss_cruise . . Si . .
sss_cruise . . sst_cruise . . NO3 . .
sst_cruise . . Si . . CHL . .
Si . . NO3 . . PHYC . .
NO3 . . CHL . . PO4 . .
CHL . . PHYC . . O2 . .
PHYC . . PO4 . . sst . .
PO4 . . O2 . . PP . .
O2 . . sst . . vgos . .
sst . . PP . . sla . .
PP . . sla . . eastward_wind . .
sla . . eastward_wind . . surface_downward_eastward_stress . .
eastward_wind . . wind_speed . . northward_wind . .
wind_speed . . northward_wind . . sss . .

KOK1604 rest1_1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 0.394 . vgosa 0.313 . ugos 0.152 .
par_12 0.333 . par 0.162 . par_9 0.141 .
par_3 0.313 -0.13 par_3 0.081 . par_12 0.121 .
par_9 0.263 . par_12 0.081 . par_3 0.081 .
vgosa 0.222 . par_6 0.071 . par_6 0.061 .
wind_stress 0.192 . par_9 0.051 . par 0.051 .
par 0.091 -0.002 ugos 0.04 . vgosa 0.051 .
ugos 0.03 . wind_stress 0.02 . ugosa 0.02 .
Fe 0.02 . ugosa 0.01 . wind_stress 0.02 .
AOU_WOA_clim . . AOU_WOA_clim . . AOU_WOA_clim . .
density_WOA_clim . . density_WOA_clim . . density_WOA_clim . .
o2sat_WOA_clim . . o2sat_WOA_clim . . o2sat_WOA_clim . .
oxygen_WOA_clim . . oxygen_WOA_clim . . oxygen_WOA_clim . .
salinity_WOA_clim . . salinity_WOA_clim . . salinity_WOA_clim . .
conductivity_WOA_clim . . conductivity_WOA_clim . . conductivity_WOA_clim . .
nitrate_WOA_clim . . nitrate_WOA_clim . . nitrate_WOA_clim . .
phosphate_WOA_clim . . phosphate_WOA_clim . . phosphate_WOA_clim . .
silicate_WOA_clim . . silicate_WOA_clim . . silicate_WOA_clim . .
sss_cruise . . sss_cruise . . sss_cruise . .
sst_cruise . . sst_cruise . . sst_cruise . .
Si . . Si . . Si . .
NO3 . . NO3 . . NO3 . .
CHL . . CHL . . CHL . .
PHYC . . PHYC . . PHYC . .
PO4 . . PO4 . . PO4 . .
O2 . . O2 . . O2 . .
sst . . sst . . sst . .
PP . . Fe . . Fe . .
vgos . . PP . . PP . .
sla . . vgos . . vgos . .
ugosa . . sla . . sla . .
eastward_wind . . eastward_wind . . eastward_wind . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
wind_speed . . wind_speed . . wind_speed . .
surface_downward_northward_stress . . surface_downward_northward_stress . . surface_downward_northward_stress . .
northward_wind . . northward_wind . . northward_wind . .
sss . . sss . . sss . .

KOK1604 rest2_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 0.232 . par 0.394 -0.023 par_3 0.081 .
ugos 0.182 . par_6 0.091 . par_6 0.071 .
par_6 0.141 . par_12 0.051 . par 0.03 .
par 0.101 . vgosa 0.051 . par_9 0.02 .
par_12 0.101 . wind_stress 0.03 . par_12 0.02 .
vgosa 0.091 -0.022 par_3 0.02 . vgosa 0.02 .
wind_stress 0.061 . ugos 0.02 . wind_stress 0.02 .
par_9 0.04 . ugosa 0.01 . ugosa 0.01 .
ugosa 0.04 . AOU_WOA_clim . . ugos 0.01 .
vgos 0.02 . density_WOA_clim . . AOU_WOA_clim . .
o2sat_WOA_clim 0.01 . o2sat_WOA_clim . . density_WOA_clim . .
AOU_WOA_clim . . oxygen_WOA_clim . . o2sat_WOA_clim . .
density_WOA_clim . . salinity_WOA_clim . . oxygen_WOA_clim . .
oxygen_WOA_clim . . conductivity_WOA_clim . . salinity_WOA_clim . .
salinity_WOA_clim . . nitrate_WOA_clim . . conductivity_WOA_clim . .
conductivity_WOA_clim . . phosphate_WOA_clim . . nitrate_WOA_clim . .
nitrate_WOA_clim . . silicate_WOA_clim . . phosphate_WOA_clim . .
phosphate_WOA_clim . . sss_cruise . . silicate_WOA_clim . .
silicate_WOA_clim . . sst_cruise . . sss_cruise . .
sss_cruise . . par_9 . . sst_cruise . .
sst_cruise . . Si . . Si . .
Si . . NO3 . . NO3 . .
NO3 . . CHL . . CHL . .
CHL . . PHYC . . PHYC . .
PHYC . . PO4 . . PO4 . .
PO4 . . O2 . . O2 . .
O2 . . sst . . sst . .
sst . . Fe . . Fe . .
Fe . . PP . . PP . .
PP . . vgos . . vgos . .
sla . . sla . . sla . .
eastward_wind . . eastward_wind . . eastward_wind . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
wind_speed . . wind_speed . . wind_speed . .
surface_downward_northward_stress . . surface_downward_northward_stress . . surface_downward_northward_stress . .
northward_wind . . northward_wind . . northward_wind . .
sss . . sss . . sss . .

KOK1604 pico3_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 0.253 0.057 par_12 0.182 -0.055 par 0.263 -0.018
ugos 0.182 0.016 par 0.141 . par_12 0.101 0.005
par 0.131 . vgosa 0.141 -0.024 par_6 0.091 .
par_3 0.071 . wind_stress 0.081 -0.001 vgosa 0.061 .
par_12 0.051 . par_3 0.04 . ugos 0.04 .
vgosa 0.051 . ugosa 0.04 . par_3 0.03 .
wind_stress 0.051 -0.01 ugos 0.03 . par_9 0.03 .
par_9 0.03 . par_6 0.02 . ugosa 0.02 .
ugosa 0.03 . par_9 0.01 . wind_stress 0.02 -0.008
Fe 0.01 . AOU_WOA_clim . . AOU_WOA_clim . .
AOU_WOA_clim . . density_WOA_clim . . density_WOA_clim . .
density_WOA_clim . . o2sat_WOA_clim . . o2sat_WOA_clim . .
o2sat_WOA_clim . . oxygen_WOA_clim . . oxygen_WOA_clim . .
oxygen_WOA_clim . . salinity_WOA_clim . . salinity_WOA_clim . .
salinity_WOA_clim . . conductivity_WOA_clim . . conductivity_WOA_clim . .
conductivity_WOA_clim . . nitrate_WOA_clim . . nitrate_WOA_clim . .
nitrate_WOA_clim . . phosphate_WOA_clim . . phosphate_WOA_clim . .
phosphate_WOA_clim . . silicate_WOA_clim . . silicate_WOA_clim . .
silicate_WOA_clim . . sss_cruise . . sss_cruise . .
sss_cruise . . sst_cruise . . sst_cruise . .
sst_cruise . . Si . . Si . .
Si . . NO3 . . NO3 . .
NO3 . . CHL . . CHL . .
CHL . . PHYC . . PHYC . .
PHYC . . PO4 . . PO4 . .
PO4 . . O2 . . O2 . .
O2 . . sst . . sst . .
sst . . Fe . . Fe . .
PP . . PP . . PP . .
vgos . . vgos . . vgos . .
sla . . sla . . sla . .
eastward_wind . . eastward_wind . . eastward_wind . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
wind_speed . . wind_speed . . wind_speed . .
surface_downward_northward_stress . . surface_downward_northward_stress . . surface_downward_northward_stress . .
northward_wind . . northward_wind . . northward_wind . .
sss . . sss . . sss . .

KOK1604 pro1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par 1 0.102 par 1 -0.103 par_6 0.818 0.008
par_3 1 0.129 par_6 1 0.15 wind_stress 0.293 -0.003
par_6 1 0.185 wind_stress 0.798 -0.06 par_12 0.253 .
wind_stress 0.98 -0.121 par_12 0.606 0.064 par 0.172 -0.001
par_12 0.818 -0.02 par_3 0.576 0.024 par_9 0.141 .
ugos 0.687 -0.045 ugos 0.566 . surface_downward_northward_stress 0.121 0.004
par_9 0.616 . par_9 0.455 -0.066 ugos 0.111 .
vgos 0.465 -0.043 vgosa 0.404 -0.005 par_3 0.081 .
Fe 0.434 -0.057 ugosa 0.061 . Fe 0.081 0.004
surface_downward_northward_stress 0.414 0.059 vgos 0.051 -0.017 vgosa 0.04 .
vgosa 0.313 . Fe 0.02 . ugosa 0.02 .
o2sat_WOA_clim 0.212 0.217 surface_downward_northward_stress 0.01 . AOU_WOA_clim . .
sss 0.101 . AOU_WOA_clim . . density_WOA_clim . .
ugosa 0.091 . density_WOA_clim . . o2sat_WOA_clim . .
northward_wind 0.04 . o2sat_WOA_clim . . oxygen_WOA_clim . .
density_WOA_clim 0.02 . oxygen_WOA_clim . . salinity_WOA_clim . .
wind_speed 0.02 . salinity_WOA_clim . . conductivity_WOA_clim . .
oxygen_WOA_clim 0.01 . conductivity_WOA_clim . . nitrate_WOA_clim . .
phosphate_WOA_clim 0.01 . nitrate_WOA_clim . . phosphate_WOA_clim . .
sla 0.01 . phosphate_WOA_clim . . silicate_WOA_clim . .
AOU_WOA_clim . . silicate_WOA_clim . . sss_cruise . .
salinity_WOA_clim . . sss_cruise . . sst_cruise . .
conductivity_WOA_clim . . sst_cruise . . Si . .
nitrate_WOA_clim . . Si . . NO3 . .
silicate_WOA_clim . . NO3 . . CHL . .
sss_cruise . . CHL . . PHYC . .
sst_cruise . . PHYC . . PO4 . .
Si . . PO4 . . O2 . .
NO3 . . O2 . . sst . .
CHL . . sst . . PP . .
PHYC . . PP . . vgos . .
PO4 . . sla . . sla . .
O2 . . eastward_wind . . eastward_wind . .
sst . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
PP . . wind_speed . . wind_speed . .
eastward_wind . . northward_wind . . northward_wind . .
surface_downward_eastward_stress . . sss . . sss . .

KOK1606 rest1_1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
PP 0.93 0.047 par 0.78 -0.053 PP 0.93 0.144
sla 0.84 -0.049 par_12 0.73 0.014 par 0.87 -0.032
AOU_WOA_clim 0.7 -0.055 sss 0.68 -0.135 sla 0.73 0.019
par_3 0.66 -0.016 sst_cruise 0.66 -0.141 surface_downward_northward_stress 0.66 .
surface_downward_northward_stress 0.65 0.008 phosphate_WOA_clim 0.64 . par_9 0.61 0.007
wind_speed 0.57 -0.034 surface_downward_northward_stress 0.58 0.005 vgos 0.55 -0.002
par 0.56 0.003 ugos 0.57 0.024 wind_speed 0.54 0.021
par_6 0.56 -0.008 PO4 0.53 0.081 par_6 0.53 .
vgos 0.55 . Fe 0.47 . ugosa 0.51 0.017
par_12 0.5 0.006 PP 0.44 0.021 Fe 0.48 -0.031
ugos 0.48 -0.003 par_3 0.37 -0.004 density_WOA_clim 0.44 0.002
density_WOA_clim 0.46 -0.045 par_6 0.36 . par_12 0.44 .
o2sat_WOA_clim 0.46 0.063 AOU_WOA_clim 0.35 -0.004 par_3 0.41 -0.017
phosphate_WOA_clim 0.39 -0.011 par_9 0.31 . AOU_WOA_clim 0.28 .
sss 0.39 -0.039 vgos 0.31 . vgosa 0.26 .
sst_cruise 0.34 -0.016 sla 0.29 . eastward_wind 0.25 .
par_9 0.34 . ugosa 0.27 . sst_cruise 0.23 -0.002
surface_downward_eastward_stress 0.32 . wind_speed 0.27 . surface_downward_eastward_stress 0.22 .
vgosa 0.3 0.007 vgosa 0.25 . o2sat_WOA_clim 0.2 .
sss_cruise 0.24 -0.053 northward_wind 0.2 . O2 0.19 .
wind_stress 0.21 . density_WOA_clim 0.19 . northward_wind 0.18 -0.012
Fe 0.17 . o2sat_WOA_clim 0.15 . phosphate_WOA_clim 0.16 0.01
northward_wind 0.16 . sst 0.15 . sss 0.15 .
PO4 0.14 0.002 eastward_wind 0.13 . ugos 0.11 .
ugosa 0.11 . O2 0.12 . oxygen_WOA_clim 0.1 .
eastward_wind 0.11 . surface_downward_eastward_stress 0.08 0.001 wind_stress 0.1 .
O2 0.07 . wind_stress 0.05 . nitrate_WOA_clim 0.02 .
sst 0.06 . nitrate_WOA_clim 0.04 . sst 0.02 .
NO3 0.03 . sss_cruise 0.03 . NO3 0.01 .
silicate_WOA_clim 0.02 . oxygen_WOA_clim 0.01 . PO4 0.01 .
oxygen_WOA_clim 0.01 . NO3 0.01 . salinity_WOA_clim . .
salinity_WOA_clim . . salinity_WOA_clim . . conductivity_WOA_clim . .
conductivity_WOA_clim . . conductivity_WOA_clim . . silicate_WOA_clim . .
nitrate_WOA_clim . . silicate_WOA_clim . . sss_cruise . .
Si . . Si . . Si . .
CHL . . CHL . . CHL . .
PHYC . . PHYC . . PHYC . .

KOK1606 bg2

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 0.7 -0.09 PP 0.76 . par_9 0.69 .
AOU_WOA_clim 0.57 -0.268 par 0.51 . PP 0.59 0.207
par_3 0.53 -0.048 ugos 0.5 . sla 0.54 .
PP 0.51 -0.007 sst_cruise 0.42 . par 0.51 .
sla 0.5 -0.191 par_12 0.42 . vgos 0.5 0
vgos 0.49 0.021 vgos 0.42 . AOU_WOA_clim 0.39 .
wind_speed 0.49 . Fe 0.41 . Fe 0.35 .
par_12 0.36 . phosphate_WOA_clim 0.4 . northward_wind 0.34 .
par 0.35 . par_3 0.31 . par_12 0.32 -0.002
surface_downward_northward_stress 0.35 0.002 par_9 0.31 -0.01 surface_downward_northward_stress 0.31 .
par_9 0.33 . PO4 0.29 . wind_stress 0.3 .
northward_wind 0.3 0.02 sla 0.29 . ugosa 0.29 .
vgosa 0.24 . northward_wind 0.28 . par_3 0.28 .
ugos 0.23 . sss 0.27 . wind_speed 0.26 0.029
phosphate_WOA_clim 0.22 . vgosa 0.24 . par_6 0.25 .
Fe 0.21 0.14 ugosa 0.24 . phosphate_WOA_clim 0.19 .
ugosa 0.21 . surface_downward_northward_stress 0.22 . density_WOA_clim 0.17 .
surface_downward_eastward_stress 0.21 . density_WOA_clim 0.21 . ugos 0.16 0.046
density_WOA_clim 0.19 . wind_speed 0.21 . sss 0.16 -0.127
o2sat_WOA_clim 0.19 . AOU_WOA_clim 0.19 0.131 sst_cruise 0.13 .
sst_cruise 0.17 . par_6 0.19 -0.017 PO4 0.11 .
wind_stress 0.17 0.01 wind_stress 0.14 -0.144 o2sat_WOA_clim 0.09 .
sss 0.17 . surface_downward_eastward_stress 0.07 . vgosa 0.09 .
sss_cruise 0.12 . o2sat_WOA_clim 0.06 . surface_downward_eastward_stress 0.09 .
eastward_wind 0.11 . O2 0.06 . eastward_wind 0.08 .
PO4 0.09 . sst 0.04 . NO3 0.05 .
O2 0.06 . eastward_wind 0.04 . oxygen_WOA_clim 0.03 .
sst 0.05 . sss_cruise 0.03 . sss_cruise 0.02 .
oxygen_WOA_clim 0.03 . PHYC 0.01 . sst 0.02 .
nitrate_WOA_clim 0.01 . oxygen_WOA_clim . . O2 0.01 .
NO3 0.01 . salinity_WOA_clim . . salinity_WOA_clim . .
salinity_WOA_clim . . conductivity_WOA_clim . . conductivity_WOA_clim . .
conductivity_WOA_clim . . nitrate_WOA_clim . . nitrate_WOA_clim . .
silicate_WOA_clim . . silicate_WOA_clim . . silicate_WOA_clim . .
Si . . Si . . Si . .
CHL . . NO3 . . CHL . .
PHYC . . CHL . . PHYC . .

KOK1606 bg1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
AOU_WOA_clim 0.81 . PP 0.89 0.286 PP 0.59 0.101
PP 0.77 0.126 par_3 0.45 -0.001 surface_downward_northward_stress 0.53 0.121
par_9 0.43 . vgos 0.45 . ugosa 0.48 .
vgos 0.42 . par_6 0.44 . AOU_WOA_clim 0.42 .
sla 0.42 . vgosa 0.44 0.013 par_6 0.38 .
par_6 0.38 -0.008 wind_speed 0.38 . par_12 0.37 -0.004
surface_downward_northward_stress 0.35 . ugos 0.33 0.032 sla 0.37 .
par_3 0.27 . surface_downward_northward_stress 0.33 . par_9 0.34 -0.053
par 0.26 . northward_wind 0.31 -0.039 density_WOA_clim 0.33 .
par_12 0.23 . phosphate_WOA_clim 0.28 . vgos 0.33 .
sss 0.23 . par_9 0.28 . par_3 0.3 .
wind_speed 0.21 . par 0.26 -0.005 sss 0.29 .
o2sat_WOA_clim 0.18 . par_12 0.25 . vgosa 0.28 .
wind_stress 0.17 . sla 0.25 0.008 par 0.27 .
vgosa 0.15 . ugosa 0.24 . Fe 0.24 .
Fe 0.12 . AOU_WOA_clim 0.2 . wind_stress 0.24 .
surface_downward_eastward_stress 0.12 . sst_cruise 0.12 . eastward_wind 0.21 .
northward_wind 0.12 . Fe 0.12 . sst_cruise 0.19 .
ugosa 0.11 . o2sat_WOA_clim 0.11 . northward_wind 0.18 .
eastward_wind 0.09 . density_WOA_clim 0.06 . wind_speed 0.17 .
ugos 0.08 . surface_downward_eastward_stress 0.06 . o2sat_WOA_clim 0.12 .
density_WOA_clim 0.06 . eastward_wind 0.04 . phosphate_WOA_clim 0.11 .
phosphate_WOA_clim 0.05 . wind_stress 0.03 . ugos 0.08 .
sst_cruise 0.05 . sss 0.03 . surface_downward_eastward_stress 0.08 .
sss_cruise 0.04 . silicate_WOA_clim 0.02 . PO4 0.04 .
NO3 0.02 . PO4 0.02 . NO3 0.03 .
PO4 0.02 . sst 0.02 . O2 0.03 .
O2 0.01 . oxygen_WOA_clim . . sss_cruise 0.02 .
oxygen_WOA_clim . . salinity_WOA_clim . . silicate_WOA_clim 0.01 .
salinity_WOA_clim . . conductivity_WOA_clim . . sst 0.01 .
conductivity_WOA_clim . . nitrate_WOA_clim . . oxygen_WOA_clim . .
nitrate_WOA_clim . . sss_cruise . . salinity_WOA_clim . .
silicate_WOA_clim . . Si . . conductivity_WOA_clim . .
Si . . NO3 . . nitrate_WOA_clim . .
CHL . . CHL . . Si . .
PHYC . . PHYC . . CHL . .
sst . . O2 . . PHYC . .

KOK1606 bead

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
PP 0.73 0.1 PP 0.85 0.054 PP 0.85 0.115
vgosa 0.7 0.011 sla 0.58 0.003 par 0.76 -0.041
par_6 0.6 0.033 par_9 0.56 0.008 par_9 0.7 -0.02
eastward_wind 0.53 0.072 sss 0.55 -0.065 par_3 0.69 -0.007
northward_wind 0.52 0.004 vgos 0.51 -0.011 sla 0.59 0.009
wind_speed 0.47 -0.01 density_WOA_clim 0.47 . AOU_WOA_clim 0.47 -0.003
density_WOA_clim 0.43 0.006 northward_wind 0.46 . wind_speed 0.45 0.011
par 0.39 . par 0.44 . Fe 0.42 .
Fe 0.34 -0.016 par_3 0.42 . vgos 0.39 .
surface_downward_northward_stress 0.33 . wind_speed 0.39 . surface_downward_northward_stress 0.35 -0.007
sla 0.3 . par_6 0.36 -0.001 par_6 0.33 .
par_3 0.28 . par_12 0.34 . vgosa 0.32 .
ugos 0.28 . ugosa 0.31 . ugos 0.31 .
sst_cruise 0.24 . ugos 0.26 . par_12 0.3 .
par_9 0.23 . surface_downward_northward_stress 0.21 . northward_wind 0.25 -0.005
par_12 0.22 . vgosa 0.2 . density_WOA_clim 0.24 .
wind_stress 0.22 . AOU_WOA_clim 0.13 . o2sat_WOA_clim 0.24 .
vgos 0.19 . PO4 0.13 . ugosa 0.16 .
AOU_WOA_clim 0.16 . wind_stress 0.12 . eastward_wind 0.14 .
ugosa 0.08 . sst_cruise 0.1 . sst_cruise 0.1 .
o2sat_WOA_clim 0.07 . phosphate_WOA_clim 0.09 . PO4 0.1 .
sss_cruise 0.05 . eastward_wind 0.08 . sss_cruise 0.09 .
surface_downward_eastward_stress 0.05 . Fe 0.06 . NO3 0.08 .
Si 0.04 . surface_downward_eastward_stress 0.06 . surface_downward_eastward_stress 0.08 .
silicate_WOA_clim 0.03 . sss_cruise 0.03 . nitrate_WOA_clim 0.07 .
O2 0.03 . sst 0.03 . sss 0.07 .
sss 0.03 . NO3 0.02 . phosphate_WOA_clim 0.05 .
oxygen_WOA_clim 0.02 . o2sat_WOA_clim 0.01 . wind_stress 0.05 .
NO3 0.02 . oxygen_WOA_clim 0.01 . silicate_WOA_clim 0.03 .
nitrate_WOA_clim 0.01 . nitrate_WOA_clim 0.01 . O2 0.03 .
phosphate_WOA_clim 0.01 . Si 0.01 . oxygen_WOA_clim 0.02 .
PO4 0.01 . O2 0.01 . Si 0.01 .
sst 0.01 . salinity_WOA_clim . . sst 0.01 .
salinity_WOA_clim . . conductivity_WOA_clim . . salinity_WOA_clim . .
conductivity_WOA_clim . . silicate_WOA_clim . . conductivity_WOA_clim . .
CHL . . CHL . . CHL . .
PHYC . . PHYC . . PHYC . .

KOK1606 pico1_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
sst_cruise 0.99 0.275 par 1 -0.097 par 1 0.053
par_3 0.99 0.04 sss 1 -0.398 sla 0.98 -0.028
surface_downward_eastward_stress 0.99 0.179 sla 0.98 -0.19 phosphate_WOA_clim 0.86 -0.03
par_6 0.97 0.051 par_3 0.95 -0.082 ugos 0.84 -0.005
par_9 0.97 0.029 sst_cruise 0.94 0.27 wind_speed 0.83 0.013
O2 0.94 -0.247 phosphate_WOA_clim 0.89 -0.187 PP 0.77 0.012
PP 0.91 0.099 PP 0.86 0.106 par_3 0.73 .
par 0.89 0.024 eastward_wind 0.85 0.126 par_9 0.65 0
vgos 0.86 -0.02 northward_wind 0.84 -0.072 eastward_wind 0.63 .
par_12 0.8 -0.005 vgos 0.81 -0.028 par_6 0.59 .
sla 0.8 -0.069 par_9 0.79 . Fe 0.53 .
phosphate_WOA_clim 0.75 -0.085 par_12 0.78 -0.007 vgosa 0.53 -0.002
sss_cruise 0.64 0.021 surface_downward_northward_stress 0.74 -0.032 par_12 0.49 .
sst 0.63 -0.052 par_6 0.73 -0.01 AOU_WOA_clim 0.48 .
surface_downward_northward_stress 0.6 0.008 PO4 0.7 -0.248 surface_downward_northward_stress 0.48 .
ugosa 0.56 0.006 o2sat_WOA_clim 0.51 0.016 northward_wind 0.46 -0.003
wind_stress 0.45 . sss_cruise 0.45 -0.075 sst 0.29 0.008
sss 0.45 . wind_stress 0.45 . density_WOA_clim 0.25 .
northward_wind 0.44 . density_WOA_clim 0.44 0.003 o2sat_WOA_clim 0.24 .
silicate_WOA_clim 0.43 0.023 silicate_WOA_clim 0.44 . vgos 0.24 .
wind_speed 0.43 . ugos 0.43 -0.007 sst_cruise 0.23 .
NO3 0.41 . wind_speed 0.43 0.001 PO4 0.23 .
density_WOA_clim 0.38 . ugosa 0.37 . sss_cruise 0.16 .
o2sat_WOA_clim 0.35 . surface_downward_eastward_stress 0.22 . wind_stress 0.14 .
oxygen_WOA_clim 0.35 . vgosa 0.21 . O2 0.11 .
ugos 0.35 . sst 0.2 . ugosa 0.09 .
eastward_wind 0.29 -0.034 Fe 0.19 . sss 0.08 .
Fe 0.25 . O2 0.18 . oxygen_WOA_clim 0.07 .
AOU_WOA_clim 0.23 . oxygen_WOA_clim 0.16 . NO3 0.07 .
PO4 0.17 . NO3 0.14 . Si 0.03 .
CHL 0.1 . AOU_WOA_clim 0.12 . nitrate_WOA_clim 0.02 .
vgosa 0.09 . Si 0.08 . surface_downward_eastward_stress 0.02 .
Si 0.02 . nitrate_WOA_clim 0.03 . silicate_WOA_clim 0.01 .
PHYC 0.02 . CHL 0.03 . salinity_WOA_clim . .
salinity_WOA_clim . . salinity_WOA_clim 0.02 . conductivity_WOA_clim . .
conductivity_WOA_clim . . conductivity_WOA_clim 0.01 . CHL . .
nitrate_WOA_clim . . PHYC . . PHYC . .

KOK1606 rest2_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
PP 0.96 0.139 northward_wind 0.76 0.006 sst_cruise 1 -0.044
par_3 0.89 . PP 0.74 0.019 surface_downward_northward_stress 0.98 0.006
par 0.83 -0.018 par 0.52 . par 0.92 -0.003
sla 0.67 0.147 wind_speed 0.44 . par_3 0.75 .
wind_speed 0.58 . vgos 0.42 . AOU_WOA_clim 0.65 .
par_12 0.57 . density_WOA_clim 0.4 . sla 0.64 0.021
vgosa 0.57 . eastward_wind 0.36 0.003 phosphate_WOA_clim 0.59 0.011
par_9 0.39 . par_3 0.35 -0.006 par_12 0.56 .
par_6 0.37 . sst 0.32 . wind_speed 0.42 .
density_WOA_clim 0.36 . par_6 0.31 . par_6 0.27 .
surface_downward_northward_stress 0.36 0.009 AOU_WOA_clim 0.3 . vgos 0.25 .
northward_wind 0.24 . sla 0.24 0.008 PP 0.23 .
sst_cruise 0.23 . ugosa 0.19 . ugosa 0.23 -0.001
surface_downward_eastward_stress 0.22 0.001 Fe 0.18 . par_9 0.15 .
AOU_WOA_clim 0.19 . par_9 0.16 . surface_downward_eastward_stress 0.15 0.003
ugosa 0.17 . vgosa 0.14 . sss 0.13 .
vgos 0.16 . par_12 0.12 . vgosa 0.12 .
ugos 0.15 . ugos 0.1 . northward_wind 0.12 .
wind_stress 0.15 -0.026 surface_downward_eastward_stress 0.1 . Fe 0.1 .
phosphate_WOA_clim 0.13 . sss 0.06 . eastward_wind 0.09 .
sss_cruise 0.1 . surface_downward_northward_stress 0.05 . ugos 0.07 .
eastward_wind 0.09 . wind_stress 0.04 . density_WOA_clim 0.02 .
o2sat_WOA_clim 0.07 0.009 silicate_WOA_clim 0.03 . sss_cruise 0.02 .
PO4 0.07 . phosphate_WOA_clim 0.02 . NO3 0.02 .
Fe 0.06 . o2sat_WOA_clim 0.01 . O2 0.02 .
sst 0.05 . sst_cruise 0.01 . sst 0.01 .
sss 0.04 . Si 0.01 . o2sat_WOA_clim . .
silicate_WOA_clim 0.02 . NO3 0.01 . oxygen_WOA_clim . .
nitrate_WOA_clim 0.01 . PO4 0.01 . salinity_WOA_clim . .
NO3 0.01 . oxygen_WOA_clim . . conductivity_WOA_clim . .
O2 0.01 . salinity_WOA_clim . . nitrate_WOA_clim . .
oxygen_WOA_clim . . conductivity_WOA_clim . . silicate_WOA_clim . .
salinity_WOA_clim . . nitrate_WOA_clim . . Si . .
conductivity_WOA_clim . . sss_cruise . . CHL . .
Si . . CHL . . PHYC . .
CHL . . PHYC . . PO4 . .
PHYC . . O2 . . wind_stress . .

KOK1606 pico3_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
PP 0.76 -0.1 PP 0.91 0.168 wind_speed 0.77 .
AOU_WOA_clim 0.68 . ugosa 0.69 0.032 par_3 0.62 -0.001
par_6 0.67 0.061 northward_wind 0.62 -0.03 Fe 0.62 .
sla 0.65 0.057 sla 0.61 0.031 AOU_WOA_clim 0.58 -0.025
par_9 0.58 . wind_stress 0.61 -0.046 PP 0.53 0.02
par_3 0.56 0.032 vgos 0.6 -0.005 ugosa 0.47 .
northward_wind 0.38 . par_6 0.57 0.027 sla 0.46 .
surface_downward_northward_stress 0.37 . par 0.55 -0.014 sss 0.44 .
vgos 0.34 . density_WOA_clim 0.53 . par_12 0.43 .
phosphate_WOA_clim 0.33 . par_12 0.38 . par_9 0.37 .
wind_stress 0.32 . AOU_WOA_clim 0.33 . par 0.36 .
par_12 0.3 . par_9 0.32 . par_6 0.33 -0.006
Fe 0.27 -0.064 sss 0.25 . vgos 0.29 -0.002
wind_speed 0.26 -0.095 par_3 0.21 . northward_wind 0.29 .
par 0.24 . surface_downward_northward_stress 0.21 . sss_cruise 0.25 .
sss_cruise 0.21 . phosphate_WOA_clim 0.18 . vgosa 0.25 .
PO4 0.19 . wind_speed 0.11 . density_WOA_clim 0.21 .
ugosa 0.19 -0.007 sst_cruise 0.07 . PO4 0.2 .
sss 0.19 0.032 Fe 0.07 . surface_downward_northward_stress 0.18 .
vgosa 0.18 . vgosa 0.07 . phosphate_WOA_clim 0.15 .
ugos 0.17 . ugos 0.07 . ugos 0.14 .
eastward_wind 0.16 . PO4 0.06 . wind_stress 0.13 .
sst_cruise 0.14 . surface_downward_eastward_stress 0.06 . sst_cruise 0.12 .
surface_downward_eastward_stress 0.11 . sst 0.05 . sst 0.07 .
density_WOA_clim 0.1 . NO3 0.04 . surface_downward_eastward_stress 0.06 .
oxygen_WOA_clim 0.03 . sss_cruise 0.03 . o2sat_WOA_clim 0.05 .
silicate_WOA_clim 0.02 . eastward_wind 0.03 . eastward_wind 0.05 .
O2 0.02 . o2sat_WOA_clim 0.01 . oxygen_WOA_clim 0.03 .
CHL 0.01 . oxygen_WOA_clim 0.01 . silicate_WOA_clim 0.02 .
sst 0.01 . salinity_WOA_clim 0.01 . NO3 0.02 .
o2sat_WOA_clim . . silicate_WOA_clim 0.01 . O2 0.01 .
salinity_WOA_clim . . Si 0.01 . salinity_WOA_clim . .
conductivity_WOA_clim . . CHL 0.01 . conductivity_WOA_clim . .
nitrate_WOA_clim . . PHYC 0.01 . nitrate_WOA_clim . .
Si . . conductivity_WOA_clim . . Si . .
NO3 . . nitrate_WOA_clim . . CHL . .
PHYC . . O2 . . PHYC . .

KOK1606 pico2_1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
Fe 1 -0.231 par_3 1 -0.061 par 1 0.105
wind_stress 0.96 0.202 sla 1 0.033 par_12 0.95 0.012
AOU_WOA_clim 0.94 0.315 par 0.97 -0.03 northward_wind 0.95 0.045
par 0.91 0.021 par_9 0.91 -0.018 PP 0.94 -0.037
eastward_wind 0.91 -0.17 par_12 0.8 -0.012 sst 0.9 0.069
ugos 0.88 0.054 sst 0.75 -0.069 sss 0.88 0.139
par_9 0.87 0.025 wind_speed 0.75 0.022 sla 0.82 -0.007
par_12 0.85 0.008 PP 0.73 . par_6 0.79 -0.01
vgosa 0.84 0.017 par_6 0.63 0 vgosa 0.63 -0.001
par_3 0.83 0.029 ugos 0.62 0.018 par_3 0.53 .
surface_downward_northward_stress 0.82 0.183 surface_downward_eastward_stress 0.58 . o2sat_WOA_clim 0.48 -0.013
par_6 0.75 0.023 northward_wind 0.58 . wind_stress 0.47 0.006
sst 0.73 0.228 phosphate_WOA_clim 0.57 . par_9 0.46 .
sla 0.71 0.027 Fe 0.57 -0.003 Fe 0.4 .
northward_wind 0.71 0.003 ugosa 0.55 . ugosa 0.39 .
density_WOA_clim 0.69 0.11 vgosa 0.51 -0.001 surface_downward_northward_stress 0.39 .
sss 0.64 . surface_downward_northward_stress 0.51 0.008 wind_speed 0.38 .
PP 0.6 . O2 0.47 -0.064 ugos 0.35 .
sss_cruise 0.58 0.15 sss_cruise 0.45 . density_WOA_clim 0.32 .
sst_cruise 0.54 . sss 0.4 . PO4 0.31 -0.011
phosphate_WOA_clim 0.39 . vgos 0.39 . AOU_WOA_clim 0.28 .
surface_downward_eastward_stress 0.36 . density_WOA_clim 0.34 . surface_downward_eastward_stress 0.26 .
wind_speed 0.33 -0.032 o2sat_WOA_clim 0.33 -0.024 salinity_WOA_clim 0.23 .
o2sat_WOA_clim 0.19 . AOU_WOA_clim 0.32 . vgos 0.22 .
ugosa 0.19 . sst_cruise 0.32 . sss_cruise 0.17 .
vgos 0.18 . wind_stress 0.3 . phosphate_WOA_clim 0.16 .
NO3 0.16 . eastward_wind 0.3 . eastward_wind 0.16 .
O2 0.14 . NO3 0.26 . Si 0.13 .
oxygen_WOA_clim 0.11 . oxygen_WOA_clim 0.23 . O2 0.1 .
salinity_WOA_clim 0.08 . PO4 0.17 . silicate_WOA_clim 0.09 .
PO4 0.08 . silicate_WOA_clim 0.15 . sst_cruise 0.09 .
silicate_WOA_clim 0.07 . Si 0.09 . conductivity_WOA_clim 0.03 .
nitrate_WOA_clim 0.04 . salinity_WOA_clim 0.08 . nitrate_WOA_clim 0.03 .
Si 0.04 . PHYC 0.07 . NO3 0.02 .
CHL 0.04 . CHL 0.06 . oxygen_WOA_clim 0.01 .
conductivity_WOA_clim . . nitrate_WOA_clim 0.03 . CHL 0.01 .
PHYC . . conductivity_WOA_clim . . PHYC . .

KOK1606 pro1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
sst_cruise 1.00 -0.354 par 1 -0.128 sst_cruise 1 -0.032
par_3 1.00 0.073 northward_wind 1 -0.105 par 0.99 -0.004
par_9 1.00 0.078 par_3 0.97 -0.034 Fe 0.97 -0.005
par_12 1.00 -0.034 PP 0.94 0.132 PP 0.97 0.012
northward_wind 1.00 -0.092 sst 0.93 -0.13 northward_wind 0.95 -0.007
par_6 0.99 0.048 sst_cruise 0.84 -0.07 AOU_WOA_clim 0.93 -0.011
Fe 0.98 -0.075 par_12 0.84 -0.009 ugosa 0.77 0.002
wind_speed 0.96 0.048 sla 0.79 0.013 sla 0.62 0.002
par 0.94 0.016 ugosa 0.76 0.015 vgos 0.56 .
AOU_WOA_clim 0.89 0.088 Fe 0.66 -0.009 par_12 0.55 0
ugosa 0.80 0.008 par_9 0.58 . vgosa 0.54 0.003
sss 0.78 -0.089 par_6 0.57 . eastward_wind 0.43 .
sla 0.73 -0.002 surface_downward_eastward_stress 0.55 0.017 sss_cruise 0.33 .
PP 0.70 . salinity_WOA_clim 0.53 -0.054 par_3 0.26 .
phosphate_WOA_clim 0.68 0.045 vgos 0.52 . sss 0.26 .
Si 0.64 0.09 AOU_WOA_clim 0.51 . par_9 0.24 .
sst 0.63 . vgosa 0.48 0.021 par_6 0.23 .
O2 0.61 -0.049 density_WOA_clim 0.37 . wind_speed 0.16 .
vgosa 0.51 0.004 sss_cruise 0.31 -0.007 phosphate_WOA_clim 0.15 .
ugos 0.51 . Si 0.29 . density_WOA_clim 0.14 .
sss_cruise 0.49 . wind_speed 0.29 . surface_downward_eastward_stress 0.12 .
vgos 0.49 . ugos 0.28 . oxygen_WOA_clim 0.05 .
eastward_wind 0.49 . silicate_WOA_clim 0.26 . conductivity_WOA_clim 0.05 .
surface_downward_northward_stress 0.47 0.012 sss 0.19 . o2sat_WOA_clim 0.04 .
density_WOA_clim 0.43 . phosphate_WOA_clim 0.18 . Si 0.04 .
surface_downward_eastward_stress 0.42 . wind_stress 0.16 . O2 0.04 .
silicate_WOA_clim 0.41 . o2sat_WOA_clim 0.13 0.007 ugos 0.03 .
PO4 0.35 . eastward_wind 0.13 . surface_downward_northward_stress 0.03 .
NO3 0.23 . surface_downward_northward_stress 0.12 . salinity_WOA_clim 0.02 .
CHL 0.22 . O2 0.09 . NO3 0.02 .
wind_stress 0.22 . PO4 0.07 . nitrate_WOA_clim . .
o2sat_WOA_clim 0.14 . NO3 0.05 . silicate_WOA_clim . .
oxygen_WOA_clim 0.14 . oxygen_WOA_clim 0.02 . CHL . .
nitrate_WOA_clim 0.08 . conductivity_WOA_clim 0.01 . PHYC . .
salinity_WOA_clim 0.06 . nitrate_WOA_clim . . PO4 . .
conductivity_WOA_clim 0.01 . CHL . . sst . .
PHYC 0.01 . PHYC . . wind_stress . .

KOK1606 syn

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 1 0.039 par_3 1 -0.065 sss 0.99 -0.375
par_6 1 0.04 par_12 0.99 -0.042 northward_wind 0.96 -0.137
northward_wind 1 -0.082 PP 0.99 0.097 PP 0.95 0.13
par_9 0.99 0.033 northward_wind 0.99 -0.162 Fe 0.94 -0.216
phosphate_WOA_clim 0.96 0.14 par 0.98 -0.02 par_12 0.93 -0.032
par_12 0.93 -0.016 sst_cruise 0.95 -0.12 ugos 0.93 0.129
Fe 0.93 -0.101 sla 0.94 0.072 par_3 0.89 -0.026
sla 0.89 0.02 Fe 0.93 -0.127 sla 0.85 0.049
vgos 0.79 0.008 sss 0.9 -0.165 sss_cruise 0.81 -0.277
ugos 0.78 0.014 ugosa 0.86 0.067 par_9 0.79 -0.009
sss_cruise 0.73 0.037 sss_cruise 0.85 -0.219 wind_stress 0.71 -0.059
AOU_WOA_clim 0.67 0.025 par_6 0.75 -0.014 silicate_WOA_clim 0.7 0.145
par 0.65 0.006 wind_stress 0.75 -0.068 par_6 0.7 .
wind_stress 0.61 . par_9 0.62 -0.001 surface_downward_northward_stress 0.7 -0.13
surface_downward_northward_stress 0.59 0.04 surface_downward_northward_stress 0.6 -0.056 par 0.65 0.022
eastward_wind 0.54 -0.017 vgos 0.53 . phosphate_WOA_clim 0.62 -0.062
PP 0.5 . surface_downward_eastward_stress 0.5 0.015 vgosa 0.62 0.018
o2sat_WOA_clim 0.31 . vgosa 0.49 0.035 eastward_wind 0.62 0.001
wind_speed 0.3 . ugos 0.43 . surface_downward_eastward_stress 0.55 0.063
sst_cruise 0.29 . AOU_WOA_clim 0.39 . AOU_WOA_clim 0.47 0.012
sss 0.23 . NO3 0.27 . density_WOA_clim 0.32 .
density_WOA_clim 0.22 . eastward_wind 0.17 . ugosa 0.3 .
ugosa 0.22 . conductivity_WOA_clim 0.16 . sst_cruise 0.28 .
surface_downward_eastward_stress 0.18 . oxygen_WOA_clim 0.15 . wind_speed 0.26 .
sst 0.13 . salinity_WOA_clim 0.13 . vgos 0.2 .
vgosa 0.13 . PO4 0.13 . o2sat_WOA_clim 0.18 .
O2 0.11 . phosphate_WOA_clim 0.12 . PO4 0.17 .
nitrate_WOA_clim 0.1 . o2sat_WOA_clim 0.11 . O2 0.14 .
NO3 0.08 . wind_speed 0.11 . sst 0.13 .
oxygen_WOA_clim 0.06 . sst 0.08 . NO3 0.09 .
PO4 0.06 . silicate_WOA_clim 0.07 . PHYC 0.05 .
silicate_WOA_clim 0.05 . density_WOA_clim 0.05 . oxygen_WOA_clim 0.03 .
salinity_WOA_clim 0.04 . Si 0.04 . salinity_WOA_clim 0.03 .
Si 0.02 . O2 0.04 . conductivity_WOA_clim 0.03 .
CHL 0.02 . nitrate_WOA_clim . . Si 0.01 .
PHYC 0.01 . CHL . . nitrate_WOA_clim . .
conductivity_WOA_clim . . PHYC . . CHL . .

KOK1607 rest2_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
sla 0.065 . sla 0.043 . ugos 0.054 .
par_9 0.033 . par 0.033 . sla 0.033 .
ugos 0.033 . ugos 0.033 . par 0.011 .
par 0.022 . par_3 0.022 . AOU_WOA_clim . .
par_6 0.022 . par_6 0.011 . density_WOA_clim . .
vgos 0.011 . par_9 0.011 . o2sat_WOA_clim . .
AOU_WOA_clim . . vgosa 0.011 . oxygen_WOA_clim . .
density_WOA_clim . . vgos 0.011 . salinity_WOA_clim . .
o2sat_WOA_clim . . northward_wind 0.011 . conductivity_WOA_clim . .
oxygen_WOA_clim . . AOU_WOA_clim . . nitrate_WOA_clim . .
salinity_WOA_clim . . density_WOA_clim . . phosphate_WOA_clim . .
conductivity_WOA_clim . . o2sat_WOA_clim . . silicate_WOA_clim . .
nitrate_WOA_clim . . oxygen_WOA_clim . . sss_cruise . .
phosphate_WOA_clim . . salinity_WOA_clim . . sst_cruise . .
silicate_WOA_clim . . conductivity_WOA_clim . . par_3 . .
sss_cruise . . nitrate_WOA_clim . . par_6 . .
sst_cruise . . phosphate_WOA_clim . . par_9 . .
par_3 . . silicate_WOA_clim . . par_12 . .
par_12 . . sss_cruise . . Si . .
Si . . sst_cruise . . NO3 . .
NO3 . . par_12 . . CHL . .
CHL . . Si . . PHYC . .
PHYC . . NO3 . . PO4 . .
PO4 . . CHL . . O2 . .
O2 . . PHYC . . sst . .
sst . . PO4 . . Fe . .
Fe . . O2 . . PP . .
PP . . sst . . vgosa . .
vgosa . . Fe . . vgos . .
ugosa . . PP . . ugosa . .
wind_stress . . ugosa . . wind_stress . .
eastward_wind . . wind_stress . . eastward_wind . .
surface_downward_eastward_stress . . eastward_wind . . surface_downward_eastward_stress . .
wind_speed . . surface_downward_eastward_stress . . wind_speed . .
surface_downward_northward_stress . . wind_speed . . surface_downward_northward_stress . .
northward_wind . . surface_downward_northward_stress . . northward_wind . .
sss . . sss . . sss . .

KOK1607 bg

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
ugos 0.087 . par 0.109 . ugos 0.141 .
par_3 0.076 . par_9 0.043 . par 0.043 .
sla 0.054 . sla 0.043 . par_6 0.043 .
vgos 0.022 . par_3 0.033 . ugosa 0.022 .
par 0.011 . vgosa 0.033 . par_12 0.011 .
par_6 0.011 . vgos 0.033 . vgos 0.011 .
par_9 0.011 . par_6 0.022 . sla 0.011 .
par_12 0.011 . ugosa 0.022 . AOU_WOA_clim . .
AOU_WOA_clim . . ugos 0.022 . density_WOA_clim . .
density_WOA_clim . . northward_wind 0.022 . o2sat_WOA_clim . .
o2sat_WOA_clim . . par_12 0.011 . oxygen_WOA_clim . .
oxygen_WOA_clim . . AOU_WOA_clim . . salinity_WOA_clim . .
salinity_WOA_clim . . density_WOA_clim . . conductivity_WOA_clim . .
conductivity_WOA_clim . . o2sat_WOA_clim . . nitrate_WOA_clim . .
nitrate_WOA_clim . . oxygen_WOA_clim . . phosphate_WOA_clim . .
phosphate_WOA_clim . . salinity_WOA_clim . . silicate_WOA_clim . .
silicate_WOA_clim . . conductivity_WOA_clim . . sss_cruise . .
sss_cruise . . nitrate_WOA_clim . . sst_cruise . .
sst_cruise . . phosphate_WOA_clim . . par_3 . .
Si . . silicate_WOA_clim . . par_9 . .
NO3 . . sss_cruise . . Si . .
CHL . . sst_cruise . . NO3 . .
PHYC . . Si . . CHL . .
PO4 . . NO3 . . PHYC . .
O2 . . CHL . . PO4 . .
sst . . PHYC . . O2 . .
Fe . . PO4 . . sst . .
PP . . O2 . . Fe . .
vgosa . . sst . . PP . .
ugosa . . Fe . . vgosa . .
wind_stress . . PP . . wind_stress . .
eastward_wind . . wind_stress . . eastward_wind . .
surface_downward_eastward_stress . . eastward_wind . . surface_downward_eastward_stress . .
wind_speed . . surface_downward_eastward_stress . . wind_speed . .
surface_downward_northward_stress . . wind_speed . . surface_downward_northward_stress . .
northward_wind . . surface_downward_northward_stress . . northward_wind . .
sss . . sss . . sss . .

KOK1607 pico2_1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
sla 0.707 -0.037 par 0.641 -0.047 par 0.598 0.078
ugos 0.413 . ugos 0.217 0 ugos 0.37 -0.009
par_3 0.304 0.019 par_3 0.207 . vgos 0.207 .
vgosa 0.239 0.003 vgos 0.207 . sla 0.174 .
northward_wind 0.196 0.026 sla 0.207 . par_6 0.13 -0.007
par_9 0.13 . par_6 0.196 . par_3 0.12 .
ugosa 0.13 . par_12 0.12 . ugosa 0.12 .
par 0.12 . ugosa 0.098 . par_9 0.087 .
par_6 0.076 . par_9 0.087 . par_12 0.076 .
par_12 0.065 . northward_wind 0.054 . wind_speed 0.011 .
wind_speed 0.043 . vgosa 0.011 . northward_wind 0.011 .
density_WOA_clim 0.011 . wind_speed 0.011 . AOU_WOA_clim . .
vgos 0.011 . AOU_WOA_clim . . density_WOA_clim . .
AOU_WOA_clim . . density_WOA_clim . . o2sat_WOA_clim . .
o2sat_WOA_clim . . o2sat_WOA_clim . . oxygen_WOA_clim . .
oxygen_WOA_clim . . oxygen_WOA_clim . . salinity_WOA_clim . .
salinity_WOA_clim . . salinity_WOA_clim . . conductivity_WOA_clim . .
conductivity_WOA_clim . . conductivity_WOA_clim . . nitrate_WOA_clim . .
nitrate_WOA_clim . . nitrate_WOA_clim . . phosphate_WOA_clim . .
phosphate_WOA_clim . . phosphate_WOA_clim . . silicate_WOA_clim . .
silicate_WOA_clim . . silicate_WOA_clim . . sss_cruise . .
sss_cruise . . sss_cruise . . sst_cruise . .
sst_cruise . . sst_cruise . . Si . .
Si . . Si . . NO3 . .
NO3 . . NO3 . . CHL . .
CHL . . CHL . . PHYC . .
PHYC . . PHYC . . PO4 . .
PO4 . . PO4 . . O2 . .
O2 . . O2 . . sst . .
sst . . sst . . Fe . .
Fe . . Fe . . PP . .
PP . . PP . . vgosa . .
wind_stress . . wind_stress . . wind_stress . .
eastward_wind . . eastward_wind . . eastward_wind . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
surface_downward_northward_stress . . surface_downward_northward_stress . . surface_downward_northward_stress . .
sss . . sss . . sss . .

KOK1607 pico1_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
ugos 0.217 0.005 ugos 0.12 . ugos 0.109 .
par_6 0.13 . par 0.065 . vgos 0.076 .
sla 0.098 . sla 0.065 . par 0.054 .
vgosa 0.076 . par_6 0.043 . par_9 0.033 .
vgos 0.076 . par_3 0.022 . par_3 0.011 .
par_3 0.065 . par_9 0.011 . par_6 0.011 .
par_9 0.065 . vgos 0.011 . vgosa 0.011 .
northward_wind 0.033 . AOU_WOA_clim . . sla 0.011 .
par 0.011 . density_WOA_clim . . ugosa 0.011 .
par_12 0.011 . o2sat_WOA_clim . . AOU_WOA_clim . .
AOU_WOA_clim . . oxygen_WOA_clim . . density_WOA_clim . .
density_WOA_clim . . salinity_WOA_clim . . o2sat_WOA_clim . .
o2sat_WOA_clim . . conductivity_WOA_clim . . oxygen_WOA_clim . .
oxygen_WOA_clim . . nitrate_WOA_clim . . salinity_WOA_clim . .
salinity_WOA_clim . . phosphate_WOA_clim . . conductivity_WOA_clim . .
conductivity_WOA_clim . . silicate_WOA_clim . . nitrate_WOA_clim . .
nitrate_WOA_clim . . sss_cruise . . phosphate_WOA_clim . .
phosphate_WOA_clim . . sst_cruise . . silicate_WOA_clim . .
silicate_WOA_clim . . par_12 . . sss_cruise . .
sss_cruise . . Si . . sst_cruise . .
sst_cruise . . NO3 . . par_12 . .
Si . . CHL . . Si . .
NO3 . . PHYC . . NO3 . .
CHL . . PO4 . . CHL . .
PHYC . . O2 . . PHYC . .
PO4 . . sst . . PO4 . .
O2 . . Fe . . O2 . .
sst . . PP . . sst . .
Fe . . vgosa . . Fe . .
PP . . ugosa . . PP . .
ugosa . . wind_stress . . wind_stress . .
wind_stress . . eastward_wind . . eastward_wind . .
eastward_wind . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
surface_downward_eastward_stress . . wind_speed . . wind_speed . .
wind_speed . . surface_downward_northward_stress . . surface_downward_northward_stress . .
surface_downward_northward_stress . . northward_wind . . northward_wind . .
sss . . sss . . sss . .

KOK1607 bead

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
ugos 0.25 . sla 0.163 . ugos 0.12 .
par_6 0.163 . par_3 0.098 . vgos 0.109 .
par_9 0.12 . ugos 0.065 . vgosa 0.076 .
vgosa 0.043 . par_9 0.054 . par_9 0.054 .
vgos 0.043 . vgos 0.054 . par 0.033 .
sla 0.033 . par 0.033 . sla 0.033 .
par_3 0.011 . vgosa 0.022 . par_6 0.022 .
par_12 0.011 . northward_wind 0.011 . ugosa 0.022 .
AOU_WOA_clim . . AOU_WOA_clim . . par_3 0.011 .
density_WOA_clim . . density_WOA_clim . . northward_wind 0.011 .
o2sat_WOA_clim . . o2sat_WOA_clim . . AOU_WOA_clim . .
oxygen_WOA_clim . . oxygen_WOA_clim . . density_WOA_clim . .
salinity_WOA_clim . . salinity_WOA_clim . . o2sat_WOA_clim . .
conductivity_WOA_clim . . conductivity_WOA_clim . . oxygen_WOA_clim . .
nitrate_WOA_clim . . nitrate_WOA_clim . . salinity_WOA_clim . .
phosphate_WOA_clim . . phosphate_WOA_clim . . conductivity_WOA_clim . .
silicate_WOA_clim . . silicate_WOA_clim . . nitrate_WOA_clim . .
sss_cruise . . sss_cruise . . phosphate_WOA_clim . .
sst_cruise . . sst_cruise . . silicate_WOA_clim . .
par . . par_6 . . sss_cruise . .
Si . . par_12 . . sst_cruise . .
NO3 . . Si . . par_12 . .
CHL . . NO3 . . Si . .
PHYC . . CHL . . NO3 . .
PO4 . . PHYC . . CHL . .
O2 . . PO4 . . PHYC . .
sst . . O2 . . PO4 . .
Fe . . sst . . O2 . .
PP . . Fe . . sst . .
ugosa . . PP . . Fe . .
wind_stress . . ugosa . . PP . .
eastward_wind . . wind_stress . . wind_stress . .
surface_downward_eastward_stress . . eastward_wind . . eastward_wind . .
wind_speed . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
surface_downward_northward_stress . . wind_speed . . wind_speed . .
northward_wind . . surface_downward_northward_stress . . surface_downward_northward_stress . .
sss . . sss . . sss . .

KOK1607 rest1_1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
sla 0.261 -0.001 sla 0.174 . sla 0.174 .
par_3 0.207 . ugos 0.13 . ugos 0.13 .
par_9 0.174 . par_9 0.12 . par_9 0.12 .
ugos 0.141 . par_6 0.054 . vgos 0.12 .
par 0.109 . vgos 0.043 . par_6 0.065 .
par_6 0.109 . ugosa 0.033 . ugosa 0.054 .
par_12 0.087 . par 0.011 . par 0.043 .
vgos 0.087 . par_3 0.011 . par_3 0.022 .
northward_wind 0.054 . northward_wind 0.011 . northward_wind 0.011 .
vgosa 0.033 . AOU_WOA_clim . . AOU_WOA_clim . .
ugosa 0.022 . density_WOA_clim . . density_WOA_clim . .
wind_speed 0.011 . o2sat_WOA_clim . . o2sat_WOA_clim . .
AOU_WOA_clim . . oxygen_WOA_clim . . oxygen_WOA_clim . .
density_WOA_clim . . salinity_WOA_clim . . salinity_WOA_clim . .
o2sat_WOA_clim . . conductivity_WOA_clim . . conductivity_WOA_clim . .
oxygen_WOA_clim . . nitrate_WOA_clim . . nitrate_WOA_clim . .
salinity_WOA_clim . . phosphate_WOA_clim . . phosphate_WOA_clim . .
conductivity_WOA_clim . . silicate_WOA_clim . . silicate_WOA_clim . .
nitrate_WOA_clim . . sss_cruise . . sss_cruise . .
phosphate_WOA_clim . . sst_cruise . . sst_cruise . .
silicate_WOA_clim . . par_12 . . par_12 . .
sss_cruise . . Si . . Si . .
sst_cruise . . NO3 . . NO3 . .
Si . . CHL . . CHL . .
NO3 . . PHYC . . PHYC . .
CHL . . PO4 . . PO4 . .
PHYC . . O2 . . O2 . .
PO4 . . sst . . sst . .
O2 . . Fe . . Fe . .
sst . . PP . . PP . .
Fe . . vgosa . . vgosa . .
PP . . wind_stress . . wind_stress . .
wind_stress . . eastward_wind . . eastward_wind . .
eastward_wind . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
surface_downward_eastward_stress . . wind_speed . . wind_speed . .
surface_downward_northward_stress . . surface_downward_northward_stress . . surface_downward_northward_stress . .
sss . . sss . . sss . .

KOK1607 rest1_2

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
sla 0.348 -0.008 ugos 0.098 . sla 0.098 .
ugos 0.13 . par_9 0.076 . ugos 0.043 .
par 0.087 . vgosa 0.043 . vgosa 0.033 .
par_3 0.076 . vgos 0.022 . ugosa 0.022 .
par_6 0.076 . sla 0.022 . par_3 0.011 .
ugosa 0.065 . par 0.011 . vgos 0.011 .
northward_wind 0.065 . par_6 0.011 . northward_wind 0.011 .
par_9 0.054 . AOU_WOA_clim . . AOU_WOA_clim . .
par_12 0.033 . density_WOA_clim . . density_WOA_clim . .
vgosa 0.011 . o2sat_WOA_clim . . o2sat_WOA_clim . .
vgos 0.011 . oxygen_WOA_clim . . oxygen_WOA_clim . .
AOU_WOA_clim . . salinity_WOA_clim . . salinity_WOA_clim . .
density_WOA_clim . . conductivity_WOA_clim . . conductivity_WOA_clim . .
o2sat_WOA_clim . . nitrate_WOA_clim . . nitrate_WOA_clim . .
oxygen_WOA_clim . . phosphate_WOA_clim . . phosphate_WOA_clim . .
salinity_WOA_clim . . silicate_WOA_clim . . silicate_WOA_clim . .
conductivity_WOA_clim . . sss_cruise . . sss_cruise . .
nitrate_WOA_clim . . sst_cruise . . sst_cruise . .
phosphate_WOA_clim . . par_3 . . par . .
silicate_WOA_clim . . par_12 . . par_6 . .
sss_cruise . . Si . . par_9 . .
sst_cruise . . NO3 . . par_12 . .
Si . . CHL . . Si . .
NO3 . . PHYC . . NO3 . .
CHL . . PO4 . . CHL . .
PHYC . . O2 . . PHYC . .
PO4 . . sst . . PO4 . .
O2 . . Fe . . O2 . .
sst . . PP . . sst . .
Fe . . ugosa . . Fe . .
PP . . wind_stress . . PP . .
wind_stress . . eastward_wind . . wind_stress . .
eastward_wind . . surface_downward_eastward_stress . . eastward_wind . .
surface_downward_eastward_stress . . wind_speed . . surface_downward_eastward_stress . .
wind_speed . . surface_downward_northward_stress . . wind_speed . .
surface_downward_northward_stress . . northward_wind . . surface_downward_northward_stress . .
sss . . sss . . sss . .

KOK1607 small

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
vgos 0.185 . par_6 0.054 . ugos 0.043 .
par_6 0.13 . par 0.043 . sla 0.022 .
sla 0.12 . ugos 0.033 . AOU_WOA_clim . .
par_3 0.033 . ugosa 0.022 . density_WOA_clim . .
ugos 0.033 . par_9 0.011 . o2sat_WOA_clim . .
par_9 0.022 . vgos 0.011 . oxygen_WOA_clim . .
ugosa 0.011 . sla 0.011 . salinity_WOA_clim . .
AOU_WOA_clim . . AOU_WOA_clim . . conductivity_WOA_clim . .
density_WOA_clim . . density_WOA_clim . . nitrate_WOA_clim . .
o2sat_WOA_clim . . o2sat_WOA_clim . . phosphate_WOA_clim . .
oxygen_WOA_clim . . oxygen_WOA_clim . . silicate_WOA_clim . .
salinity_WOA_clim . . salinity_WOA_clim . . sss_cruise . .
conductivity_WOA_clim . . conductivity_WOA_clim . . sst_cruise . .
nitrate_WOA_clim . . nitrate_WOA_clim . . par . .
phosphate_WOA_clim . . phosphate_WOA_clim . . par_3 . .
silicate_WOA_clim . . silicate_WOA_clim . . par_6 . .
sss_cruise . . sss_cruise . . par_9 . .
sst_cruise . . sst_cruise . . par_12 . .
par . . par_3 . . Si . .
par_12 . . par_12 . . NO3 . .
Si . . Si . . CHL . .
NO3 . . NO3 . . PHYC . .
CHL . . CHL . . PO4 . .
PHYC . . PHYC . . O2 . .
PO4 . . PO4 . . sst . .
O2 . . O2 . . Fe . .
sst . . sst . . PP . .
Fe . . Fe . . vgosa . .
PP . . PP . . vgos . .
vgosa . . vgosa . . ugosa . .
wind_stress . . wind_stress . . wind_stress . .
eastward_wind . . eastward_wind . . eastward_wind . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
wind_speed . . wind_speed . . wind_speed . .
surface_downward_northward_stress . . surface_downward_northward_stress . . surface_downward_northward_stress . .
northward_wind . . northward_wind . . northward_wind . .
sss . . sss . . sss . .

KOK1607 syn

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 0.098 . ugos 0.065 . sla 0.141 .
sla 0.065 . par_3 0.054 . par_3 0.043 .
vgos 0.054 . sla 0.022 . par_9 0.033 .
par_9 0.043 . par 0.011 . ugos 0.033 .
ugos 0.033 . AOU_WOA_clim . . par 0.011 .
par_3 0.011 . density_WOA_clim . . par_6 0.011 .
vgosa 0.011 . o2sat_WOA_clim . . AOU_WOA_clim . .
AOU_WOA_clim . . oxygen_WOA_clim . . density_WOA_clim . .
density_WOA_clim . . salinity_WOA_clim . . o2sat_WOA_clim . .
o2sat_WOA_clim . . conductivity_WOA_clim . . oxygen_WOA_clim . .
oxygen_WOA_clim . . nitrate_WOA_clim . . salinity_WOA_clim . .
salinity_WOA_clim . . phosphate_WOA_clim . . conductivity_WOA_clim . .
conductivity_WOA_clim . . silicate_WOA_clim . . nitrate_WOA_clim . .
nitrate_WOA_clim . . sss_cruise . . phosphate_WOA_clim . .
phosphate_WOA_clim . . sst_cruise . . silicate_WOA_clim . .
silicate_WOA_clim . . par_6 . . sss_cruise . .
sss_cruise . . par_9 . . sst_cruise . .
sst_cruise . . par_12 . . par_12 . .
par . . Si . . Si . .
par_12 . . NO3 . . NO3 . .
Si . . CHL . . CHL . .
NO3 . . PHYC . . PHYC . .
CHL . . PO4 . . PO4 . .
PHYC . . O2 . . O2 . .
PO4 . . sst . . sst . .
O2 . . Fe . . Fe . .
sst . . PP . . PP . .
Fe . . vgosa . . vgosa . .
PP . . vgos . . vgos . .
ugosa . . ugosa . . ugosa . .
wind_stress . . wind_stress . . wind_stress . .
eastward_wind . . eastward_wind . . eastward_wind . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
wind_speed . . wind_speed . . wind_speed . .
surface_downward_northward_stress . . surface_downward_northward_stress . . surface_downward_northward_stress . .
northward_wind . . northward_wind . . northward_wind . .
sss . . sss . . sss . .

KOK1607 pro1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
sla 0.935 0.047 par 0.63 -0.122 par_9 0.12 .
par_6 0.924 0.142 par_9 0.37 0.003 par_3 0.098 .
vgos 0.891 0.027 ugos 0.337 -0.002 sla 0.087 .
par_9 0.511 0.019 par_3 0.326 . par_12 0.043 .
par 0.467 0.037 sla 0.272 0.005 par 0.033 .
par_3 0.37 . par_6 0.152 . ugosa 0.011 .
par_12 0.152 . vgos 0.054 . ugos 0.011 .
ugosa 0.152 . ugosa 0.033 . AOU_WOA_clim . .
ugos 0.141 . par_12 0.011 . density_WOA_clim . .
northward_wind 0.109 . vgosa 0.011 . o2sat_WOA_clim . .
wind_speed 0.022 . northward_wind 0.011 . oxygen_WOA_clim . .
vgosa 0.011 . AOU_WOA_clim . . salinity_WOA_clim . .
AOU_WOA_clim . . density_WOA_clim . . conductivity_WOA_clim . .
density_WOA_clim . . o2sat_WOA_clim . . nitrate_WOA_clim . .
o2sat_WOA_clim . . oxygen_WOA_clim . . phosphate_WOA_clim . .
oxygen_WOA_clim . . salinity_WOA_clim . . silicate_WOA_clim . .
salinity_WOA_clim . . conductivity_WOA_clim . . sss_cruise . .
conductivity_WOA_clim . . nitrate_WOA_clim . . sst_cruise . .
nitrate_WOA_clim . . phosphate_WOA_clim . . par_6 . .
phosphate_WOA_clim . . silicate_WOA_clim . . Si . .
silicate_WOA_clim . . sss_cruise . . NO3 . .
sss_cruise . . sst_cruise . . CHL . .
sst_cruise . . Si . . PHYC . .
Si . . NO3 . . PO4 . .
NO3 . . CHL . . O2 . .
CHL . . PHYC . . sst . .
PHYC . . PO4 . . Fe . .
PO4 . . O2 . . PP . .
O2 . . sst . . vgosa . .
sst . . Fe . . vgos . .
Fe . . PP . . wind_stress . .
PP . . wind_stress . . eastward_wind . .
wind_stress . . eastward_wind . . surface_downward_eastward_stress . .
eastward_wind . . surface_downward_eastward_stress . . wind_speed . .
surface_downward_eastward_stress . . wind_speed . . surface_downward_northward_stress . .
surface_downward_northward_stress . . surface_downward_northward_stress . . northward_wind . .
sss . . sss . . sss . .

KOK1608 pico2_2

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_12 1 0.118 par_3 1 -0.084 par 0.99 0.123
par_3 0.98 0.099 par_12 0.99 -0.081 wind_stress 0.95 -0.282
par_6 0.95 0.097 wind_stress 0.97 -0.232 Fe 0.83 -0.118
par_9 0.95 0.049 par_6 0.9 -0.038 par_12 0.77 0.043
par 0.86 0.037 par 0.88 -0.037 par_3 0.74 0
wind_speed 0.61 -0.038 par_9 0.72 0.005 par_9 0.7 -0.041
vgosa 0.49 -0.077 ugos 0.69 -0.069 par_6 0.55 0.039
Fe 0.47 -0.013 Fe 0.65 -0.005 vgos 0.48 -0.08
wind_stress 0.45 . sss 0.59 0.127 ugos 0.41 .
ugos 0.31 . ugosa 0.38 . eastward_wind 0.41 0.144
eastward_wind 0.31 0.311 northward_wind 0.3 . northward_wind 0.37 -0.14
northward_wind 0.29 -0.024 sss_cruise 0.26 . sss 0.28 0.016
ugosa 0.25 . sla 0.22 . ugosa 0.27 .
sla 0.23 0 surface_downward_northward_stress 0.2 . vgosa 0.2 .
sss_cruise 0.19 . sst_cruise 0.14 . sss_cruise 0.17 .
vgos 0.17 . vgos 0.14 . sla 0.17 .
sss 0.17 . vgosa 0.13 . sst_cruise 0.1 .
surface_downward_northward_stress 0.12 . eastward_wind 0.07 . surface_downward_northward_stress 0.09 .
sst_cruise 0.1 . density_WOA_clim 0.06 . wind_speed 0.07 .
density_WOA_clim 0.08 . o2sat_WOA_clim 0.04 . o2sat_WOA_clim 0.01 .
o2sat_WOA_clim 0.06 . O2 0.03 . surface_downward_eastward_stress 0.01 .
surface_downward_eastward_stress 0.06 . surface_downward_eastward_stress 0.03 . AOU_WOA_clim . .
AOU_WOA_clim 0.03 . wind_speed 0.02 . density_WOA_clim . .
sst 0.01 . sst 0.01 . oxygen_WOA_clim . .
oxygen_WOA_clim . . AOU_WOA_clim . . salinity_WOA_clim . .
salinity_WOA_clim . . oxygen_WOA_clim . . conductivity_WOA_clim . .
conductivity_WOA_clim . . salinity_WOA_clim . . nitrate_WOA_clim . .
nitrate_WOA_clim . . conductivity_WOA_clim . . phosphate_WOA_clim . .
phosphate_WOA_clim . . nitrate_WOA_clim . . silicate_WOA_clim . .
silicate_WOA_clim . . phosphate_WOA_clim . . Si . .
Si . . silicate_WOA_clim . . NO3 . .
NO3 . . Si . . CHL . .
CHL . . NO3 . . PHYC . .
PHYC . . CHL . . PO4 . .
PO4 . . PHYC . . O2 . .
O2 . . PO4 . . sst . .
PP . . PP . . PP . .

KOK1608 croco

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_12 1 0.224 par_12 1 -0.096 par_3 1 0.139
wind_stress 1 0.64 par_3 0.99 -0.139 par_9 0.99 -0.265
par_3 0.99 0.173 par_6 0.97 -0.109 sla 0.9 0.096
par_6 0.99 0.114 par_9 0.8 -0.033 par 0.85 0.037
Fe 0.98 0.196 wind_speed 0.71 0.134 sss_cruise 0.76 0.473
par_9 0.96 0.097 par 0.68 0.013 Fe 0.5 -0.02
par 0.63 . Fe 0.53 0.029 wind_stress 0.36 .
ugos 0.57 . ugosa 0.43 -0.006 par_12 0.34 .
ugosa 0.53 0.105 sla 0.33 -0.042 par_6 0.32 .
northward_wind 0.52 0.332 sss_cruise 0.3 . surface_downward_northward_stress 0.3 .
sss 0.49 -0.136 ugos 0.17 . ugosa 0.23 .
sla 0.34 0.043 wind_stress 0.13 . ugos 0.15 .
sss_cruise 0.31 . density_WOA_clim 0.12 . sss 0.14 .
eastward_wind 0.26 -0.009 vgosa 0.08 . density_WOA_clim 0.11 .
vgosa 0.17 . northward_wind 0.08 . vgos 0.09 .
vgos 0.14 . sss 0.08 . wind_speed 0.08 .
density_WOA_clim 0.09 . surface_downward_northward_stress 0.07 . sst_cruise 0.07 .
sst_cruise 0.04 . eastward_wind 0.06 . northward_wind 0.05 .
wind_speed 0.04 . vgos 0.05 . vgosa 0.03 .
surface_downward_northward_stress 0.04 . sst_cruise 0.03 . o2sat_WOA_clim 0.02 .
O2 0.03 . AOU_WOA_clim . . sst 0.02 .
surface_downward_eastward_stress 0.02 . o2sat_WOA_clim . . eastward_wind 0.02 .
sst 0.01 . oxygen_WOA_clim . . surface_downward_eastward_stress 0.01 .
AOU_WOA_clim . . salinity_WOA_clim . . AOU_WOA_clim . .
o2sat_WOA_clim . . conductivity_WOA_clim . . oxygen_WOA_clim . .
oxygen_WOA_clim . . nitrate_WOA_clim . . salinity_WOA_clim . .
salinity_WOA_clim . . phosphate_WOA_clim . . conductivity_WOA_clim . .
conductivity_WOA_clim . . silicate_WOA_clim . . nitrate_WOA_clim . .
nitrate_WOA_clim . . Si . . phosphate_WOA_clim . .
phosphate_WOA_clim . . NO3 . . silicate_WOA_clim . .
silicate_WOA_clim . . CHL . . Si . .
Si . . PHYC . . NO3 . .
NO3 . . PO4 . . CHL . .
CHL . . O2 . . PHYC . .
PHYC . . sst . . PO4 . .
PO4 . . PP . . O2 . .
PP . . surface_downward_eastward_stress . . PP . .

KOK1608 pico1_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 0.88 0.133 par_3 0.65 -0.072 wind_stress 0.79 -0.15
par_9 0.84 0.136 wind_stress 0.6 -0.376 par_9 0.73 0.001
wind_stress 0.6 -0.43 par_9 0.46 0.028 par 0.6 0.002
wind_speed 0.54 -0.066 par 0.43 -0.019 par_6 0.53 0.019
par_3 0.47 0.078 par_12 0.41 -0.005 par_12 0.43 -0.003
par 0.44 . par_6 0.4 . par_3 0.4 .
par_12 0.43 . Fe 0.29 . wind_speed 0.34 .
Fe 0.3 . ugos 0.29 . sla 0.28 -0.012
ugosa 0.29 -0.006 ugosa 0.22 -0.06 Fe 0.25 .
sla 0.16 . surface_downward_northward_stress 0.1 0.028 ugos 0.14 .
ugos 0.11 . sla 0.09 . vgos 0.13 .
vgosa 0.1 . sss 0.08 . ugosa 0.09 .
eastward_wind 0.09 . density_WOA_clim 0.05 . sss 0.07 .
northward_wind 0.06 . vgos 0.05 . northward_wind 0.05 .
surface_downward_northward_stress 0.04 . wind_speed 0.05 . eastward_wind 0.04 .
vgos 0.03 . vgosa 0.03 . sss_cruise 0.03 .
sss_cruise 0.02 . sss_cruise 0.01 . vgosa 0.03 .
surface_downward_eastward_stress 0.01 . sst_cruise 0.01 . AOU_WOA_clim . .
sss 0.01 . northward_wind 0.01 . density_WOA_clim . .
AOU_WOA_clim . . AOU_WOA_clim . . o2sat_WOA_clim . .
density_WOA_clim . . o2sat_WOA_clim . . oxygen_WOA_clim . .
o2sat_WOA_clim . . oxygen_WOA_clim . . salinity_WOA_clim . .
oxygen_WOA_clim . . salinity_WOA_clim . . conductivity_WOA_clim . .
salinity_WOA_clim . . conductivity_WOA_clim . . nitrate_WOA_clim . .
conductivity_WOA_clim . . nitrate_WOA_clim . . phosphate_WOA_clim . .
nitrate_WOA_clim . . phosphate_WOA_clim . . silicate_WOA_clim . .
phosphate_WOA_clim . . silicate_WOA_clim . . sst_cruise . .
silicate_WOA_clim . . Si . . Si . .
sst_cruise . . NO3 . . NO3 . .
Si . . CHL . . CHL . .
NO3 . . PHYC . . PHYC . .
CHL . . PO4 . . PO4 . .
PHYC . . O2 . . O2 . .
PO4 . . sst . . sst . .
O2 . . PP . . PP . .
sst . . eastward_wind . . surface_downward_eastward_stress . .
PP . . surface_downward_eastward_stress . . surface_downward_northward_stress . .

KOK1608 bead

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
Fe 0.49 0.001 par_3 0.37 -0.006 par 0.64 -0.019
par_6 0.45 . wind_stress 0.36 . par_9 0.5 -0.022
par 0.43 . par_6 0.32 . par_3 0.44 -0.002
par_3 0.43 . par_9 0.32 . par_12 0.27 .
par_9 0.43 0.012 ugos 0.3 -0.004 par_6 0.26 .
wind_stress 0.37 . par 0.29 . Fe 0.26 .
par_12 0.29 . par_12 0.23 . wind_stress 0.2 .
ugos 0.21 . Fe 0.23 . ugos 0.14 .
wind_speed 0.21 . wind_speed 0.14 . sla 0.11 .
ugosa 0.18 . vgosa 0.09 . wind_speed 0.11 .
sla 0.07 . ugosa 0.07 . vgosa 0.06 .
sss 0.04 . sla 0.06 . ugosa 0.05 .
sss_cruise 0.03 . sss 0.04 . vgos 0.02 .
vgosa 0.03 . vgos 0.03 . surface_downward_northward_stress 0.02 .
density_WOA_clim 0.02 . surface_downward_northward_stress 0.03 . density_WOA_clim 0.01 .
sst_cruise 0.02 . sss_cruise 0.01 . sss_cruise 0.01 .
vgos 0.02 . eastward_wind 0.01 . eastward_wind 0.01 .
surface_downward_northward_stress 0.02 . AOU_WOA_clim . . AOU_WOA_clim . .
northward_wind 0.01 . density_WOA_clim . . o2sat_WOA_clim . .
AOU_WOA_clim . . o2sat_WOA_clim . . oxygen_WOA_clim . .
o2sat_WOA_clim . . oxygen_WOA_clim . . salinity_WOA_clim . .
oxygen_WOA_clim . . salinity_WOA_clim . . conductivity_WOA_clim . .
salinity_WOA_clim . . conductivity_WOA_clim . . nitrate_WOA_clim . .
conductivity_WOA_clim . . nitrate_WOA_clim . . phosphate_WOA_clim . .
nitrate_WOA_clim . . phosphate_WOA_clim . . silicate_WOA_clim . .
phosphate_WOA_clim . . silicate_WOA_clim . . sst_cruise . .
silicate_WOA_clim . . sst_cruise . . Si . .
Si . . Si . . NO3 . .
NO3 . . NO3 . . CHL . .
CHL . . CHL . . PHYC . .
PHYC . . PHYC . . PO4 . .
PO4 . . PO4 . . O2 . .
O2 . . O2 . . sst . .
sst . . sst . . PP . .
PP . . PP . . surface_downward_eastward_stress . .
eastward_wind . . surface_downward_eastward_stress . . northward_wind . .
surface_downward_eastward_stress . . northward_wind . . sss . .

KOK1608 pico2_1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_12 0.78 0.028 par_6 0.74 -0.043 par 0.75 0.1
par_3 0.75 0.034 par_12 0.68 -0.031 par_12 0.67 0.072
par_6 0.68 0.01 par 0.65 0.003 wind_stress 0.54 -0.029
par_9 0.66 0.021 par_3 0.64 . par_3 0.52 0.036
par 0.6 0.005 par_9 0.62 0.022 Fe 0.52 -0.03
wind_stress 0.53 . wind_stress 0.45 -0.006 par_9 0.47 .
ugosa 0.44 0.006 Fe 0.4 0.003 par_6 0.43 .
Fe 0.33 -0.002 sss 0.39 0.067 eastward_wind 0.29 .
sss_cruise 0.3 -0.081 sla 0.35 -0.019 wind_speed 0.24 -0.094
sla 0.22 . surface_downward_northward_stress 0.23 . northward_wind 0.22 .
surface_downward_northward_stress 0.21 0.002 sss_cruise 0.22 . vgosa 0.19 -0.044
wind_speed 0.17 . ugosa 0.2 . vgos 0.19 .
ugos 0.16 . ugos 0.18 . ugosa 0.18 .
vgosa 0.14 . vgos 0.15 . sla 0.14 .
sss 0.11 . sst_cruise 0.11 . sss_cruise 0.11 .
northward_wind 0.09 . northward_wind 0.11 . surface_downward_northward_stress 0.11 .
eastward_wind 0.08 . vgosa 0.09 . ugos 0.07 .
vgos 0.07 . wind_speed 0.09 . sss 0.07 .
sst_cruise 0.06 . eastward_wind 0.07 . sst_cruise 0.06 .
density_WOA_clim 0.03 . density_WOA_clim 0.04 . density_WOA_clim 0.01 .
o2sat_WOA_clim 0.01 . o2sat_WOA_clim 0.04 . AOU_WOA_clim . .
O2 0.01 . AOU_WOA_clim 0.02 . o2sat_WOA_clim . .
sst 0.01 . sst 0.01 . oxygen_WOA_clim . .
surface_downward_eastward_stress 0.01 . surface_downward_eastward_stress 0.01 . salinity_WOA_clim . .
AOU_WOA_clim . . oxygen_WOA_clim . . conductivity_WOA_clim . .
oxygen_WOA_clim . . salinity_WOA_clim . . nitrate_WOA_clim . .
salinity_WOA_clim . . conductivity_WOA_clim . . phosphate_WOA_clim . .
conductivity_WOA_clim . . nitrate_WOA_clim . . silicate_WOA_clim . .
nitrate_WOA_clim . . phosphate_WOA_clim . . Si . .
phosphate_WOA_clim . . silicate_WOA_clim . . NO3 . .
silicate_WOA_clim . . Si . . CHL . .
Si . . NO3 . . PHYC . .
NO3 . . CHL . . PO4 . .
CHL . . PHYC . . O2 . .
PHYC . . PO4 . . sst . .
PO4 . . O2 . . PP . .
PP . . PP . . surface_downward_eastward_stress . .

KOK1608 rest1_1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_12 0.63 -0.004 par 0.86 -0.079 wind_stress 0.62 -0.204
par_3 0.52 . par_12 0.46 . par 0.48 .
par_9 0.51 -0.001 Fe 0.42 0.053 par_9 0.43 .
Fe 0.47 . par_9 0.41 -0.028 par_12 0.42 .
wind_stress 0.47 -0.013 par_6 0.38 . par_3 0.4 -0.023
par 0.44 -0.001 ugos 0.33 0.024 Fe 0.27 .
par_6 0.43 0.001 par_3 0.3 . ugosa 0.23 .
ugos 0.31 -0.002 sla 0.23 . par_6 0.21 .
sla 0.18 . wind_stress 0.2 -0.002 wind_speed 0.19 .
ugosa 0.16 . ugosa 0.19 . vgosa 0.09 .
wind_speed 0.14 . density_WOA_clim 0.03 . ugos 0.09 .
surface_downward_northward_stress 0.07 0.009 wind_speed 0.03 -0.063 vgos 0.04 .
sss 0.07 . vgosa 0.02 . sss_cruise 0.03 .
vgosa 0.05 . vgos 0.02 . eastward_wind 0.03 .
sss_cruise 0.04 . sss 0.02 . sla 0.02 .
vgos 0.02 . surface_downward_northward_stress 0.01 . northward_wind 0.02 .
northward_wind 0.02 . AOU_WOA_clim . . surface_downward_eastward_stress 0.01 .
density_WOA_clim 0.01 . o2sat_WOA_clim . . AOU_WOA_clim . .
eastward_wind 0.01 . oxygen_WOA_clim . . density_WOA_clim . .
AOU_WOA_clim . . salinity_WOA_clim . . o2sat_WOA_clim . .
o2sat_WOA_clim . . conductivity_WOA_clim . . oxygen_WOA_clim . .
oxygen_WOA_clim . . nitrate_WOA_clim . . salinity_WOA_clim . .
salinity_WOA_clim . . phosphate_WOA_clim . . conductivity_WOA_clim . .
conductivity_WOA_clim . . silicate_WOA_clim . . nitrate_WOA_clim . .
nitrate_WOA_clim . . sss_cruise . . phosphate_WOA_clim . .
phosphate_WOA_clim . . sst_cruise . . silicate_WOA_clim . .
silicate_WOA_clim . . Si . . sst_cruise . .
sst_cruise . . NO3 . . Si . .
Si . . CHL . . NO3 . .
NO3 . . PHYC . . CHL . .
CHL . . PO4 . . PHYC . .
PHYC . . O2 . . PO4 . .
PO4 . . sst . . O2 . .
O2 . . PP . . sst . .
sst . . eastward_wind . . PP . .
PP . . surface_downward_eastward_stress . . surface_downward_northward_stress . .
surface_downward_eastward_stress . . northward_wind . . sss . .

KOK1608 rest1_2

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
wind_stress 0.8 -0.338 par 0.56 -0.14 par_3 0.52 .
par_3 0.52 . Fe 0.47 0.053 par 0.5 -0.025
par_12 0.48 -0.033 par_12 0.42 . wind_stress 0.39 -0.065
par_6 0.46 0.004 par_6 0.37 0.068 par_12 0.38 .
Fe 0.46 -0.006 par_9 0.32 0.113 par_6 0.25 .
par 0.38 -0.024 ugos 0.32 . wind_speed 0.23 .
ugos 0.37 -0.114 wind_stress 0.3 . Fe 0.22 .
par_9 0.35 . par_3 0.29 . par_9 0.19 0.021
wind_speed 0.24 . sla 0.2 . sla 0.18 .
ugosa 0.1 . wind_speed 0.2 . ugosa 0.14 -0.007
sla 0.09 . ugosa 0.07 . ugos 0.13 .
northward_wind 0.09 . surface_downward_northward_stress 0.04 . vgosa 0.07 .
sss 0.09 . sss 0.03 . vgos 0.04 .
eastward_wind 0.06 . sss_cruise 0.01 . surface_downward_northward_stress 0.03 .
vgos 0.05 . vgosa 0.01 . northward_wind 0.03 .
sss_cruise 0.04 . vgos 0.01 . eastward_wind 0.02 .
surface_downward_northward_stress 0.03 . AOU_WOA_clim . . sss_cruise 0.01 .
vgosa 0.02 . density_WOA_clim . . sss 0.01 .
surface_downward_eastward_stress 0.01 . o2sat_WOA_clim . . AOU_WOA_clim . .
AOU_WOA_clim . . oxygen_WOA_clim . . density_WOA_clim . .
density_WOA_clim . . salinity_WOA_clim . . o2sat_WOA_clim . .
o2sat_WOA_clim . . conductivity_WOA_clim . . oxygen_WOA_clim . .
oxygen_WOA_clim . . nitrate_WOA_clim . . salinity_WOA_clim . .
salinity_WOA_clim . . phosphate_WOA_clim . . conductivity_WOA_clim . .
conductivity_WOA_clim . . silicate_WOA_clim . . nitrate_WOA_clim . .
nitrate_WOA_clim . . sst_cruise . . phosphate_WOA_clim . .
phosphate_WOA_clim . . Si . . silicate_WOA_clim . .
silicate_WOA_clim . . NO3 . . sst_cruise . .
sst_cruise . . CHL . . Si . .
Si . . PHYC . . NO3 . .
NO3 . . PO4 . . CHL . .
CHL . . O2 . . PHYC . .
PHYC . . sst . . PO4 . .
PO4 . . PP . . O2 . .
O2 . . eastward_wind . . sst . .
sst . . surface_downward_eastward_stress . . PP . .
PP . . northward_wind . . surface_downward_eastward_stress . .

KOK1608 bg

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 0.63 -0.127 par_6 0.64 0.055 par_3 0.54 -0.046
wind_stress 0.63 . par_3 0.47 0.077 par_6 0.44 .
par_6 0.51 . wind_stress 0.47 0.183 par_12 0.43 .
par 0.5 -0.077 par 0.43 -0.077 par 0.39 -0.052
Fe 0.41 -0.03 par_12 0.36 -0.028 Fe 0.27 -0.146
par_12 0.31 0.027 par_9 0.21 . ugos 0.27 .
par_9 0.26 . Fe 0.19 . par_9 0.21 .
wind_speed 0.26 0.378 wind_speed 0.16 . wind_stress 0.2 .
ugos 0.24 . sla 0.07 . sla 0.12 0.209
sla 0.16 0.031 ugos 0.06 . wind_speed 0.09 0.061
ugosa 0.14 . vgosa 0.01 . surface_downward_northward_stress 0.07 .
vgos 0.07 . ugosa 0.01 . vgosa 0.02 .
sss 0.05 . surface_downward_northward_stress 0.01 . ugosa 0.01 .
vgosa 0.04 . sss 0.01 . northward_wind 0.01 .
northward_wind 0.04 . AOU_WOA_clim . . AOU_WOA_clim . .
sss_cruise 0.02 . density_WOA_clim . . density_WOA_clim . .
o2sat_WOA_clim 0.01 . o2sat_WOA_clim . . o2sat_WOA_clim . .
eastward_wind 0.01 . oxygen_WOA_clim . . oxygen_WOA_clim . .
surface_downward_eastward_stress 0.01 . salinity_WOA_clim . . salinity_WOA_clim . .
AOU_WOA_clim . . conductivity_WOA_clim . . conductivity_WOA_clim . .
density_WOA_clim . . nitrate_WOA_clim . . nitrate_WOA_clim . .
oxygen_WOA_clim . . phosphate_WOA_clim . . phosphate_WOA_clim . .
salinity_WOA_clim . . silicate_WOA_clim . . silicate_WOA_clim . .
conductivity_WOA_clim . . sss_cruise . . sss_cruise . .
nitrate_WOA_clim . . sst_cruise . . sst_cruise . .
phosphate_WOA_clim . . Si . . Si . .
silicate_WOA_clim . . NO3 . . NO3 . .
sst_cruise . . CHL . . CHL . .
Si . . PHYC . . PHYC . .
NO3 . . PO4 . . PO4 . .
CHL . . O2 . . O2 . .
PHYC . . sst . . sst . .
PO4 . . PP . . PP . .
O2 . . vgos . . vgos . .
sst . . eastward_wind . . eastward_wind . .
PP . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
surface_downward_northward_stress . . northward_wind . . sss . .

KOK1608 rest2_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
wind_stress 0.88 1.242 wind_stress 0.68 0.107 wind_stress 0.69 0.047
par_6 0.75 -0.146 par_3 0.43 0.004 par_3 0.68 0.02
par_9 0.46 . par_6 0.36 . par 0.54 0.004
par_3 0.41 . par_9 0.35 -0.008 par_9 0.32 -0.004
Fe 0.41 0.14 par 0.31 . surface_downward_northward_stress 0.28 -0.046
ugos 0.41 0.067 par_12 0.17 . par_12 0.22 .
par 0.32 . ugos 0.17 . par_6 0.15 .
par_12 0.3 . Fe 0.15 . ugos 0.15 0.002
ugosa 0.24 0.106 wind_speed 0.09 . Fe 0.12 .
wind_speed 0.19 . surface_downward_northward_stress 0.06 . wind_speed 0.07 .
sss 0.14 . ugosa 0.04 . sla 0.03 .
sss_cruise 0.06 . sss 0.04 . sss 0.03 .
vgos 0.06 . sla 0.02 . vgosa 0.01 .
northward_wind 0.06 . AOU_WOA_clim . . vgos 0.01 .
sla 0.05 . density_WOA_clim . . AOU_WOA_clim . .
eastward_wind 0.04 . o2sat_WOA_clim . . density_WOA_clim . .
surface_downward_eastward_stress 0.02 . oxygen_WOA_clim . . o2sat_WOA_clim . .
density_WOA_clim 0.01 . salinity_WOA_clim . . oxygen_WOA_clim . .
surface_downward_northward_stress 0.01 . conductivity_WOA_clim . . salinity_WOA_clim . .
AOU_WOA_clim . . nitrate_WOA_clim . . conductivity_WOA_clim . .
o2sat_WOA_clim . . phosphate_WOA_clim . . nitrate_WOA_clim . .
oxygen_WOA_clim . . silicate_WOA_clim . . phosphate_WOA_clim . .
salinity_WOA_clim . . sss_cruise . . silicate_WOA_clim . .
conductivity_WOA_clim . . sst_cruise . . sss_cruise . .
nitrate_WOA_clim . . Si . . sst_cruise . .
phosphate_WOA_clim . . NO3 . . Si . .
silicate_WOA_clim . . CHL . . NO3 . .
sst_cruise . . PHYC . . CHL . .
Si . . PO4 . . PHYC . .
NO3 . . O2 . . PO4 . .
CHL . . sst . . O2 . .
PHYC . . PP . . sst . .
PO4 . . vgosa . . PP . .
O2 . . vgos . . ugosa . .
sst . . eastward_wind . . eastward_wind . .
PP . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
vgosa . . northward_wind . . northward_wind . .

KOK1608 pro1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 1 0.127 par 1 -0.099 wind_stress 0.96 0.021
par_9 1 0.142 par_9 0.97 0.04 par_3 0.82 0.005
wind_stress 1 0.41 wind_stress 0.94 0.154 par_12 0.6 0.005
par_6 0.97 0.07 ugos 0.69 0.075 par_6 0.54 0
Fe 0.95 0.168 par_6 0.5 0.002 ugos 0.37 0.005
par_12 0.87 -0.033 par_12 0.45 . Fe 0.26 .
par 0.85 0.011 par_3 0.43 . par 0.22 .
ugosa 0.72 0.077 Fe 0.38 0.012 par_9 0.14 .
sss_cruise 0.52 -0.143 ugosa 0.32 . surface_downward_northward_stress 0.12 .
northward_wind 0.45 0.195 sss_cruise 0.04 . ugosa 0.03 .
ugos 0.29 . northward_wind 0.04 . sss 0.02 .
sla 0.26 . sss 0.04 . sss_cruise 0.01 .
sss 0.23 . wind_speed 0.03 . vgosa 0.01 .
vgosa 0.19 . surface_downward_northward_stress 0.02 . wind_speed 0.01 .
sst_cruise 0.15 . sst_cruise 0.01 . AOU_WOA_clim . .
eastward_wind 0.15 . vgosa 0.01 . density_WOA_clim . .
vgos 0.14 . sla 0.01 . o2sat_WOA_clim . .
o2sat_WOA_clim 0.04 . eastward_wind 0.01 . oxygen_WOA_clim . .
density_WOA_clim 0.03 . surface_downward_eastward_stress 0.01 . salinity_WOA_clim . .
surface_downward_eastward_stress 0.02 . AOU_WOA_clim . . conductivity_WOA_clim . .
surface_downward_northward_stress 0.02 . density_WOA_clim . . nitrate_WOA_clim . .
O2 0.01 . o2sat_WOA_clim . . phosphate_WOA_clim . .
sst 0.01 . oxygen_WOA_clim . . silicate_WOA_clim . .
wind_speed 0.01 . salinity_WOA_clim . . sst_cruise . .
AOU_WOA_clim . . conductivity_WOA_clim . . Si . .
oxygen_WOA_clim . . nitrate_WOA_clim . . NO3 . .
salinity_WOA_clim . . phosphate_WOA_clim . . CHL . .
conductivity_WOA_clim . . silicate_WOA_clim . . PHYC . .
nitrate_WOA_clim . . Si . . PO4 . .
phosphate_WOA_clim . . NO3 . . O2 . .
silicate_WOA_clim . . CHL . . sst . .
Si . . PHYC . . PP . .
NO3 . . PO4 . . vgos . .
CHL . . O2 . . sla . .
PHYC . . sst . . eastward_wind . .
PO4 . . PP . . surface_downward_eastward_stress . .
PP . . vgos . . northward_wind . .

KOK1609 pico2_1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 0.99 0.034 par_12 0.99 -0.052 par 1 0.074
par_9 0.94 0.011 par_6 0.95 -0.03 par_9 0.74 -0.011
par_3 0.93 . par_3 0.9 -0.067 par_6 0.72 -0.015
par_12 0.86 0.004 par_9 0.88 -0.033 par_3 0.43 .
Fe 0.85 0.005 Fe 0.87 0.014 Fe 0.41 .
surface_downward_northward_stress 0.47 . par 0.63 -0.001 par_12 0.39 .
par 0.2 . wind_stress 0.61 -0.006 vgosa 0.24 .
phosphate_WOA_clim 0.07 . northward_wind 0.6 -0.022 northward_wind 0.16 .
wind_stress 0.05 . phosphate_WOA_clim 0.28 . wind_stress 0.08 .
northward_wind 0.05 . ugosa 0.18 . vgos 0.07 .
sss 0.05 . surface_downward_northward_stress 0.12 . surface_downward_northward_stress 0.07 .
ugosa 0.03 . vgos 0.09 . ugosa 0.02 .
vgosa 0.02 . sss 0.08 . phosphate_WOA_clim 0.01 .
wind_speed 0.01 . wind_speed 0.06 . AOU_WOA_clim . .
AOU_WOA_clim . . ugos 0.03 . density_WOA_clim . .
density_WOA_clim . . vgosa 0.01 . o2sat_WOA_clim . .
o2sat_WOA_clim . . AOU_WOA_clim . . oxygen_WOA_clim . .
oxygen_WOA_clim . . density_WOA_clim . . salinity_WOA_clim . .
salinity_WOA_clim . . o2sat_WOA_clim . . conductivity_WOA_clim . .
conductivity_WOA_clim . . oxygen_WOA_clim . . nitrate_WOA_clim . .
nitrate_WOA_clim . . salinity_WOA_clim . . silicate_WOA_clim . .
silicate_WOA_clim . . conductivity_WOA_clim . . sss_cruise . .
sss_cruise . . nitrate_WOA_clim . . sst_cruise . .
sst_cruise . . silicate_WOA_clim . . Si . .
Si . . sss_cruise . . NO3 . .
NO3 . . sst_cruise . . CHL . .
CHL . . Si . . PHYC . .
PHYC . . NO3 . . PO4 . .
PO4 . . CHL . . O2 . .
O2 . . PHYC . . sst . .
sst . . PO4 . . PP . .
PP . . O2 . . sla . .
vgos . . sst . . ugos . .
sla . . PP . . eastward_wind . .
ugos . . sla . . surface_downward_eastward_stress . .
eastward_wind . . eastward_wind . . wind_speed . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . sss . .

KOK1609 rest1_2

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
Fe 0.26 . par 0.11 . par_9 0.09 .
par_6 0.25 . par_3 0.11 . par 0.08 .
par_9 0.18 . Fe 0.1 . Fe 0.08 .
par_3 0.15 . par_6 0.09 . par_12 0.05 .
par 0.09 . par_12 0.07 . par_6 0.04 .
surface_downward_northward_stress 0.07 . par_9 0.04 . surface_downward_northward_stress 0.03 .
par_12 0.05 . wind_stress 0.03 . par_3 0.02 .
wind_stress 0.01 . northward_wind 0.03 . vgosa 0.01 .
northward_wind 0.01 . vgosa 0.01 . AOU_WOA_clim . .
AOU_WOA_clim . . AOU_WOA_clim . . density_WOA_clim . .
density_WOA_clim . . density_WOA_clim . . o2sat_WOA_clim . .
o2sat_WOA_clim . . o2sat_WOA_clim . . oxygen_WOA_clim . .
oxygen_WOA_clim . . oxygen_WOA_clim . . salinity_WOA_clim . .
salinity_WOA_clim . . salinity_WOA_clim . . conductivity_WOA_clim . .
conductivity_WOA_clim . . conductivity_WOA_clim . . nitrate_WOA_clim . .
nitrate_WOA_clim . . nitrate_WOA_clim . . phosphate_WOA_clim . .
phosphate_WOA_clim . . phosphate_WOA_clim . . silicate_WOA_clim . .
silicate_WOA_clim . . silicate_WOA_clim . . sss_cruise . .
sss_cruise . . sss_cruise . . sst_cruise . .
sst_cruise . . sst_cruise . . Si . .
Si . . Si . . NO3 . .
NO3 . . NO3 . . CHL . .
CHL . . CHL . . PHYC . .
PHYC . . PHYC . . PO4 . .
PO4 . . PO4 . . O2 . .
O2 . . O2 . . sst . .
sst . . sst . . PP . .
PP . . PP . . vgos . .
vgosa . . vgos . . sla . .
vgos . . sla . . ugosa . .
sla . . ugosa . . ugos . .
ugosa . . ugos . . wind_stress . .
ugos . . eastward_wind . . eastward_wind . .
eastward_wind . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
surface_downward_eastward_stress . . wind_speed . . wind_speed . .
wind_speed . . surface_downward_northward_stress . . northward_wind . .
sss . . sss . . sss . .

KOK1609 pico1_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_9 1 0.049 par_3 0.98 -0.141 par 0.98 0.051
par_6 0.99 0.106 par_6 0.94 -0.031 par_9 0.87 -0.022
par_3 0.82 0.029 par_12 0.75 -0.023 par_3 0.53 .
par_12 0.46 . par_9 0.74 -0.052 Fe 0.5 .
surface_downward_northward_stress 0.35 . par 0.46 . par_12 0.37 .
Fe 0.29 . wind_stress 0.38 . par_6 0.08 .
par 0.25 . Fe 0.3 . northward_wind 0.06 .
wind_stress 0.06 . surface_downward_northward_stress 0.24 . wind_stress 0.05 .
northward_wind 0.06 . northward_wind 0.08 . surface_downward_northward_stress 0.02 .
ugosa 0.03 . vgosa 0.07 . ugosa 0.01 .
vgosa 0.02 . ugosa 0.07 . AOU_WOA_clim . .
sss 0.01 . phosphate_WOA_clim 0.05 . density_WOA_clim . .
AOU_WOA_clim . . sss 0.02 . o2sat_WOA_clim . .
density_WOA_clim . . wind_speed 0.01 . oxygen_WOA_clim . .
o2sat_WOA_clim . . AOU_WOA_clim . . salinity_WOA_clim . .
oxygen_WOA_clim . . density_WOA_clim . . conductivity_WOA_clim . .
salinity_WOA_clim . . o2sat_WOA_clim . . nitrate_WOA_clim . .
conductivity_WOA_clim . . oxygen_WOA_clim . . phosphate_WOA_clim . .
nitrate_WOA_clim . . salinity_WOA_clim . . silicate_WOA_clim . .
phosphate_WOA_clim . . conductivity_WOA_clim . . sss_cruise . .
silicate_WOA_clim . . nitrate_WOA_clim . . sst_cruise . .
sss_cruise . . silicate_WOA_clim . . Si . .
sst_cruise . . sss_cruise . . NO3 . .
Si . . sst_cruise . . CHL . .
NO3 . . Si . . PHYC . .
CHL . . NO3 . . PO4 . .
PHYC . . CHL . . O2 . .
PO4 . . PHYC . . sst . .
O2 . . PO4 . . PP . .
sst . . O2 . . vgosa . .
PP . . sst . . vgos . .
vgos . . PP . . sla . .
sla . . vgos . . ugos . .
ugos . . sla . . eastward_wind . .
eastward_wind . . ugos . . surface_downward_eastward_stress . .
surface_downward_eastward_stress . . eastward_wind . . wind_speed . .
wind_speed . . surface_downward_eastward_stress . . sss . .

KOK1609 croco

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 1 0.172 par_3 1 -0.194 par_9 1 -0.258
par_6 1 0.116 par_12 0.99 -0.084 par_3 0.96 0.058
par_9 1 0.13 par_6 0.92 -0.086 par 0.94 0.072
par_12 1 0.2 northward_wind 0.87 -0.097 Fe 0.91 -0.033
par 0.7 . par_9 0.85 -0.072 par_6 0.71 .
density_WOA_clim 0.69 0.005 density_WOA_clim 0.72 -0.024 par_12 0.37 .
Fe 0.64 . vgosa 0.64 0.026 northward_wind 0.33 0.002
wind_stress 0.27 . par 0.59 . ugosa 0.23 .
surface_downward_northward_stress 0.26 . Fe 0.55 . wind_stress 0.19 .
vgosa 0.19 . wind_stress 0.42 . surface_downward_northward_stress 0.18 .
ugosa 0.04 . phosphate_WOA_clim 0.11 . vgosa 0.17 .
northward_wind 0.04 . surface_downward_northward_stress 0.09 . sss 0.13 .
sss 0.03 . ugosa 0.07 . density_WOA_clim 0.1 .
phosphate_WOA_clim 0.02 . sss 0.06 . wind_speed 0.08 .
vgos 0.02 . ugos 0.03 . eastward_wind 0.05 .
ugos 0.02 . surface_downward_eastward_stress 0.03 . O2 0.03 .
surface_downward_eastward_stress 0.02 . o2sat_WOA_clim 0.02 . o2sat_WOA_clim 0.02 .
sst 0.01 . wind_speed 0.02 . oxygen_WOA_clim 0.01 .
AOU_WOA_clim . . AOU_WOA_clim . . surface_downward_eastward_stress 0.01 .
o2sat_WOA_clim . . oxygen_WOA_clim . . AOU_WOA_clim . .
oxygen_WOA_clim . . salinity_WOA_clim . . salinity_WOA_clim . .
salinity_WOA_clim . . conductivity_WOA_clim . . conductivity_WOA_clim . .
conductivity_WOA_clim . . nitrate_WOA_clim . . nitrate_WOA_clim . .
nitrate_WOA_clim . . silicate_WOA_clim . . phosphate_WOA_clim . .
silicate_WOA_clim . . sss_cruise . . silicate_WOA_clim . .
sss_cruise . . sst_cruise . . sss_cruise . .
sst_cruise . . Si . . sst_cruise . .
Si . . NO3 . . Si . .
NO3 . . CHL . . NO3 . .
CHL . . PHYC . . CHL . .
PHYC . . PO4 . . PHYC . .
PO4 . . O2 . . PO4 . .
O2 . . sst . . sst . .
PP . . PP . . PP . .
sla . . vgos . . vgos . .
eastward_wind . . sla . . sla . .
wind_speed . . eastward_wind . . ugos . .

KOK1609 syn

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 0.18 . par_3 0.22 . par_9 0.39 .
par_9 0.09 . Fe 0.1 . par 0.1 .
Fe 0.07 . par_9 0.03 . Fe 0.1 .
par 0.06 . par_12 0.03 . par_6 0.05 .
par_3 0.06 . par_6 0.02 . par_3 0.02 .
par_12 0.01 . wind_stress 0.02 . surface_downward_northward_stress 0.02 .
wind_stress 0.01 . par 0.01 . par_12 0.01 .
AOU_WOA_clim . . AOU_WOA_clim . . AOU_WOA_clim . .
density_WOA_clim . . density_WOA_clim . . density_WOA_clim . .
o2sat_WOA_clim . . o2sat_WOA_clim . . o2sat_WOA_clim . .
oxygen_WOA_clim . . oxygen_WOA_clim . . oxygen_WOA_clim . .
salinity_WOA_clim . . salinity_WOA_clim . . salinity_WOA_clim . .
conductivity_WOA_clim . . conductivity_WOA_clim . . conductivity_WOA_clim . .
nitrate_WOA_clim . . nitrate_WOA_clim . . nitrate_WOA_clim . .
phosphate_WOA_clim . . phosphate_WOA_clim . . phosphate_WOA_clim . .
silicate_WOA_clim . . silicate_WOA_clim . . silicate_WOA_clim . .
sss_cruise . . sss_cruise . . sss_cruise . .
sst_cruise . . sst_cruise . . sst_cruise . .
Si . . Si . . Si . .
NO3 . . NO3 . . NO3 . .
CHL . . CHL . . CHL . .
PHYC . . PHYC . . PHYC . .
PO4 . . PO4 . . PO4 . .
O2 . . O2 . . O2 . .
sst . . sst . . sst . .
PP . . PP . . PP . .
vgosa . . vgosa . . vgosa . .
vgos . . vgos . . vgos . .
sla . . sla . . sla . .
ugosa . . ugosa . . ugosa . .
ugos . . ugos . . ugos . .
eastward_wind . . eastward_wind . . wind_stress . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . eastward_wind . .
wind_speed . . wind_speed . . surface_downward_eastward_stress . .
surface_downward_northward_stress . . surface_downward_northward_stress . . wind_speed . .
northward_wind . . northward_wind . . northward_wind . .
sss . . sss . . sss . .

KOK1609 rest2_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 0.07 . par_3 0.4 . par_3 0.1 .
par_6 0.06 . par 0.28 . par_9 0.09 .
par 0.01 . par_12 0.07 . par_12 0.03 .
par_12 0.01 . par_9 0.01 . par 0.02 .
AOU_WOA_clim . . AOU_WOA_clim . . Fe 0.02 .
density_WOA_clim . . density_WOA_clim . . par_6 0.01 .
o2sat_WOA_clim . . o2sat_WOA_clim . . AOU_WOA_clim . .
oxygen_WOA_clim . . oxygen_WOA_clim . . density_WOA_clim . .
salinity_WOA_clim . . salinity_WOA_clim . . o2sat_WOA_clim . .
conductivity_WOA_clim . . conductivity_WOA_clim . . oxygen_WOA_clim . .
nitrate_WOA_clim . . nitrate_WOA_clim . . salinity_WOA_clim . .
phosphate_WOA_clim . . phosphate_WOA_clim . . conductivity_WOA_clim . .
silicate_WOA_clim . . silicate_WOA_clim . . nitrate_WOA_clim . .
sss_cruise . . sss_cruise . . phosphate_WOA_clim . .
sst_cruise . . sst_cruise . . silicate_WOA_clim . .
par_9 . . par_6 . . sss_cruise . .
Si . . Si . . sst_cruise . .
NO3 . . NO3 . . Si . .
CHL . . CHL . . NO3 . .
PHYC . . PHYC . . CHL . .
PO4 . . PO4 . . PHYC . .
O2 . . O2 . . PO4 . .
sst . . sst . . O2 . .
Fe . . Fe . . sst . .
PP . . PP . . PP . .
vgosa . . vgosa . . vgosa . .
vgos . . vgos . . vgos . .
sla . . sla . . sla . .
ugosa . . ugosa . . ugosa . .
ugos . . ugos . . ugos . .
wind_stress . . wind_stress . . wind_stress . .
eastward_wind . . eastward_wind . . eastward_wind . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
wind_speed . . wind_speed . . wind_speed . .
surface_downward_northward_stress . . surface_downward_northward_stress . . surface_downward_northward_stress . .
northward_wind . . northward_wind . . northward_wind . .
sss . . sss . . sss . .

KOK1609 pro1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 1 0.153 par 0.99 -0.062 Fe 0.61 .
par_9 1 0.089 par_3 0.89 -0.032 northward_wind 0.15 .
par 0.99 0.077 Fe 0.55 . surface_downward_northward_stress 0.06 .
Fe 0.99 -0.017 surface_downward_northward_stress 0.42 . par_6 0.04 .
par_3 0.98 0.055 par_12 0.32 . par_9 0.04 .
par_12 0.94 -0.028 par_9 0.19 . par 0.01 .
wind_stress 0.52 . par_6 0.15 . par_3 0.01 .
northward_wind 0.32 . wind_stress 0.04 . AOU_WOA_clim . .
surface_downward_northward_stress 0.17 . ugosa 0.02 . density_WOA_clim . .
phosphate_WOA_clim 0.1 . vgosa 0.01 . o2sat_WOA_clim . .
vgosa 0.09 . AOU_WOA_clim . . oxygen_WOA_clim . .
ugosa 0.07 . density_WOA_clim . . salinity_WOA_clim . .
vgos 0.05 . o2sat_WOA_clim . . conductivity_WOA_clim . .
wind_speed 0.03 . oxygen_WOA_clim . . nitrate_WOA_clim . .
sss 0.03 . salinity_WOA_clim . . phosphate_WOA_clim . .
AOU_WOA_clim . . conductivity_WOA_clim . . silicate_WOA_clim . .
density_WOA_clim . . nitrate_WOA_clim . . sss_cruise . .
o2sat_WOA_clim . . phosphate_WOA_clim . . sst_cruise . .
oxygen_WOA_clim . . silicate_WOA_clim . . par_12 . .
salinity_WOA_clim . . sss_cruise . . Si . .
conductivity_WOA_clim . . sst_cruise . . NO3 . .
nitrate_WOA_clim . . Si . . CHL . .
silicate_WOA_clim . . NO3 . . PHYC . .
sss_cruise . . CHL . . PO4 . .
sst_cruise . . PHYC . . O2 . .
Si . . PO4 . . sst . .
NO3 . . O2 . . PP . .
CHL . . sst . . vgosa . .
PHYC . . PP . . vgos . .
PO4 . . vgos . . sla . .
O2 . . sla . . ugosa . .
sst . . ugos . . ugos . .
PP . . eastward_wind . . wind_stress . .
sla . . surface_downward_eastward_stress . . eastward_wind . .
ugos . . wind_speed . . surface_downward_eastward_stress . .
eastward_wind . . northward_wind . . wind_speed . .
surface_downward_eastward_stress . . sss . . sss . .

KOK1609 bg2

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_9 0.22 . par_3 0.14 . par_3 0.12 .
par_6 0.21 . par 0.1 . Fe 0.09 .
par 0.1 . par_6 0.1 . par 0.08 .
par_3 0.07 . par_12 0.07 . par_9 0.08 .
Fe 0.05 . Fe 0.07 . par_12 0.06 .
par_12 0.02 . par_9 0.03 . par_6 0.02 .
wind_stress 0.02 . wind_stress 0.02 . AOU_WOA_clim . .
surface_downward_northward_stress 0.01 . surface_downward_northward_stress 0.01 . density_WOA_clim . .
northward_wind 0.01 . northward_wind 0.01 . o2sat_WOA_clim . .
AOU_WOA_clim . . AOU_WOA_clim . . oxygen_WOA_clim . .
density_WOA_clim . . density_WOA_clim . . salinity_WOA_clim . .
o2sat_WOA_clim . . o2sat_WOA_clim . . conductivity_WOA_clim . .
oxygen_WOA_clim . . oxygen_WOA_clim . . nitrate_WOA_clim . .
salinity_WOA_clim . . salinity_WOA_clim . . phosphate_WOA_clim . .
conductivity_WOA_clim . . conductivity_WOA_clim . . silicate_WOA_clim . .
nitrate_WOA_clim . . nitrate_WOA_clim . . sss_cruise . .
phosphate_WOA_clim . . phosphate_WOA_clim . . sst_cruise . .
silicate_WOA_clim . . silicate_WOA_clim . . Si . .
sss_cruise . . sss_cruise . . NO3 . .
sst_cruise . . sst_cruise . . CHL . .
Si . . Si . . PHYC . .
NO3 . . NO3 . . PO4 . .
CHL . . CHL . . O2 . .
PHYC . . PHYC . . sst . .
PO4 . . PO4 . . PP . .
O2 . . O2 . . vgosa . .
sst . . sst . . vgos . .
PP . . PP . . sla . .
vgosa . . vgosa . . ugosa . .
vgos . . vgos . . ugos . .
sla . . sla . . wind_stress . .
ugosa . . ugosa . . eastward_wind . .
ugos . . ugos . . surface_downward_eastward_stress . .
eastward_wind . . eastward_wind . . wind_speed . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_northward_stress . .
wind_speed . . wind_speed . . northward_wind . .
sss . . sss . . sss . .

KOK1609 rest1_1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
Fe 0.49 . par 0.66 -0.027 par_12 0.16 .
par_9 0.29 . par_12 0.27 . Fe 0.16 .
par_12 0.22 . par_3 0.23 . par 0.08 .
par 0.14 . Fe 0.11 . par_3 0.04 .
par_6 0.08 . par_6 0.03 . par_6 0.03 .
par_3 0.03 . par_9 0.03 . par_9 0.03 .
ugosa 0.01 . surface_downward_northward_stress 0.01 . vgosa 0.02 .
surface_downward_northward_stress 0.01 . AOU_WOA_clim . . surface_downward_northward_stress 0.01 .
AOU_WOA_clim . . density_WOA_clim . . AOU_WOA_clim . .
density_WOA_clim . . o2sat_WOA_clim . . density_WOA_clim . .
o2sat_WOA_clim . . oxygen_WOA_clim . . o2sat_WOA_clim . .
oxygen_WOA_clim . . salinity_WOA_clim . . oxygen_WOA_clim . .
salinity_WOA_clim . . conductivity_WOA_clim . . salinity_WOA_clim . .
conductivity_WOA_clim . . nitrate_WOA_clim . . conductivity_WOA_clim . .
nitrate_WOA_clim . . phosphate_WOA_clim . . nitrate_WOA_clim . .
phosphate_WOA_clim . . silicate_WOA_clim . . phosphate_WOA_clim . .
silicate_WOA_clim . . sss_cruise . . silicate_WOA_clim . .
sss_cruise . . sst_cruise . . sss_cruise . .
sst_cruise . . Si . . sst_cruise . .
Si . . NO3 . . Si . .
NO3 . . CHL . . NO3 . .
CHL . . PHYC . . CHL . .
PHYC . . PO4 . . PHYC . .
PO4 . . O2 . . PO4 . .
O2 . . sst . . O2 . .
sst . . PP . . sst . .
PP . . vgosa . . PP . .
vgosa . . vgos . . vgos . .
vgos . . sla . . sla . .
sla . . ugosa . . ugosa . .
ugos . . ugos . . ugos . .
wind_stress . . wind_stress . . wind_stress . .
eastward_wind . . eastward_wind . . eastward_wind . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
wind_speed . . wind_speed . . wind_speed . .
northward_wind . . northward_wind . . northward_wind . .
sss . . sss . . sss . .

KOK1609 bg1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 0.09 . par 0.06 . par 0.09 .
par_3 0.07 . Fe 0.04 . par_9 0.09 .
Fe 0.06 . par_6 0.03 . Fe 0.03 .
par_9 0.05 . par_3 0.02 . par_6 0.01 .
par 0.03 . par_9 0.01 . par_12 0.01 .
par_12 0.02 . par_12 0.01 . wind_stress 0.01 .
surface_downward_northward_stress 0.02 . northward_wind 0.01 . AOU_WOA_clim . .
AOU_WOA_clim . . AOU_WOA_clim . . density_WOA_clim . .
density_WOA_clim . . density_WOA_clim . . o2sat_WOA_clim . .
o2sat_WOA_clim . . o2sat_WOA_clim . . oxygen_WOA_clim . .
oxygen_WOA_clim . . oxygen_WOA_clim . . salinity_WOA_clim . .
salinity_WOA_clim . . salinity_WOA_clim . . conductivity_WOA_clim . .
conductivity_WOA_clim . . conductivity_WOA_clim . . nitrate_WOA_clim . .
nitrate_WOA_clim . . nitrate_WOA_clim . . phosphate_WOA_clim . .
phosphate_WOA_clim . . phosphate_WOA_clim . . silicate_WOA_clim . .
silicate_WOA_clim . . silicate_WOA_clim . . sss_cruise . .
sss_cruise . . sss_cruise . . sst_cruise . .
sst_cruise . . sst_cruise . . par_3 . .
Si . . Si . . Si . .
NO3 . . NO3 . . NO3 . .
CHL . . CHL . . CHL . .
PHYC . . PHYC . . PHYC . .
PO4 . . PO4 . . PO4 . .
O2 . . O2 . . O2 . .
sst . . sst . . sst . .
PP . . PP . . PP . .
vgosa . . vgosa . . vgosa . .
vgos . . vgos . . vgos . .
sla . . sla . . sla . .
ugosa . . ugosa . . ugosa . .
ugos . . ugos . . ugos . .
wind_stress . . wind_stress . . eastward_wind . .
eastward_wind . . eastward_wind . . surface_downward_eastward_stress . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . wind_speed . .
wind_speed . . wind_speed . . surface_downward_northward_stress . .
northward_wind . . surface_downward_northward_stress . . northward_wind . .
sss . . sss . . sss . .

MGL1704 pico2_1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
wind_speed 0.99 -0.124 par_3 1.00 -0.03 par 1 0.066
wind_stress 0.96 0.154 sst_cruise 0.99 -0.292 par_6 1 -0.059
PP 0.94 0.073 par_9 0.99 -0.046 eastward_wind 1 0.171
par_6 0.93 0.026 wind_speed 0.99 0.16 sst 0.98 0.299
vgosa 0.93 0.053 sss_cruise 0.98 -0.017 PP 0.96 0.086
sss_cruise 0.92 . PP 0.98 -0.13 par_12 0.88 -0.02
par_3 0.92 0.038 eastward_wind 0.98 0.102 sss_cruise 0.86 -0.014
par_9 0.92 0.026 par 0.96 -0.059 par_9 0.76 -0.017
ugos 0.92 -0.037 par_6 0.96 -0.055 par_3 0.72 .
par 0.91 0.016 par_12 0.96 -0.046 sst_cruise 0.63 .
northward_wind 0.91 0.052 northward_wind 0.90 -0.064 wind_speed 0.63 .
eastward_wind 0.90 -0.057 wind_stress 0.79 -0.164 sla 0.62 0.005
surface_downward_eastward_stress 0.89 0.106 density_WOA_clim 0.75 -0.216 ugosa 0.61 -0.018
nitrate_WOA_clim 0.88 -0.16 silicate_WOA_clim 0.75 0.3 surface_downward_northward_stress 0.57 0.004
par_12 0.87 0.018 ugosa 0.71 -0.026 wind_stress 0.56 0.003
sst_cruise 0.75 0.07 phosphate_WOA_clim 0.70 -0.086 vgosa 0.55 0.008
sla 0.70 . sla 0.69 . northward_wind 0.53 .
o2sat_WOA_clim 0.67 0.045 vgosa 0.63 -0.015 Fe 0.44 .
surface_downward_northward_stress 0.60 -0.019 sss 0.59 0.065 ugos 0.41 -0.003
silicate_WOA_clim 0.54 -0.036 ugos 0.58 . nitrate_WOA_clim 0.39 .
density_WOA_clim 0.53 . surface_downward_northward_stress 0.55 . density_WOA_clim 0.34 .
sst 0.49 . o2sat_WOA_clim 0.53 -0.043 phosphate_WOA_clim 0.34 .
sss 0.49 . surface_downward_eastward_stress 0.53 0 vgos 0.34 .
ugosa 0.43 . CHL 0.51 0.103 surface_downward_eastward_stress 0.32 .
vgos 0.40 . PO4 0.50 0.245 sss 0.31 .
O2 0.38 . NO3 0.42 . AOU_WOA_clim 0.26 .
NO3 0.35 -0.07 O2 0.42 . o2sat_WOA_clim 0.26 .
CHL 0.31 . vgos 0.40 . silicate_WOA_clim 0.19 .
Fe 0.30 . sst 0.31 . PO4 0.18 .
salinity_WOA_clim 0.29 . Fe 0.31 0.016 O2 0.09 .
PO4 0.21 . AOU_WOA_clim 0.23 . salinity_WOA_clim 0.07 .
Si 0.19 . Si 0.21 . NO3 0.06 .
AOU_WOA_clim 0.17 . salinity_WOA_clim 0.20 . Si 0.05 .
PHYC 0.15 . nitrate_WOA_clim 0.15 . oxygen_WOA_clim 0.03 .
phosphate_WOA_clim 0.12 . oxygen_WOA_clim 0.08 . conductivity_WOA_clim 0.03 .
oxygen_WOA_clim 0.04 . PHYC 0.02 . CHL . .
conductivity_WOA_clim 0.01 . conductivity_WOA_clim 0.01 . PHYC . .

MGL1704 bg2

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
sss_cruise 0.79 0.001 sss_cruise 0.81 . sss_cruise 0.84 -0.067
density_WOA_clim 0.75 0.078 par_9 0.65 -0.005 par 0.76 .
PP 0.69 . par 0.61 . sla 0.68 0.245
sla 0.67 0.015 sla 0.58 . par_6 0.67 0.011
wind_speed 0.65 0.015 wind_speed 0.56 . par_9 0.66 .
par 0.64 . density_WOA_clim 0.55 . density_WOA_clim 0.6 -0.402
surface_downward_eastward_stress 0.61 . par_12 0.55 . northward_wind 0.59 -0.076
par_12 0.6 . AOU_WOA_clim 0.51 -0.141 eastward_wind 0.57 -0.01
ugos 0.58 0.039 par_3 0.47 . surface_downward_eastward_stress 0.57 -0.091
par_3 0.57 . par_6 0.47 . wind_stress 0.55 0.146
par_6 0.56 . ugosa 0.46 -0.064 par_3 0.53 0.014
eastward_wind 0.54 0.032 eastward_wind 0.44 . PP 0.51 .
par_9 0.52 . surface_downward_northward_stress 0.44 -0.031 Fe 0.49 0.024
vgos 0.48 . northward_wind 0.44 -0.006 wind_speed 0.49 .
surface_downward_northward_stress 0.47 . PO4 0.42 . par_12 0.48 .
northward_wind 0.46 . PP 0.39 . vgosa 0.48 0.252
o2sat_WOA_clim 0.45 . wind_stress 0.38 . vgos 0.45 .
ugosa 0.39 . ugos 0.33 . ugos 0.38 .
wind_stress 0.38 . sst_cruise 0.31 . o2sat_WOA_clim 0.36 .
sst_cruise 0.29 . o2sat_WOA_clim 0.3 . sss 0.35 -0.133
sss 0.28 . surface_downward_eastward_stress 0.28 . PO4 0.32 .
AOU_WOA_clim 0.24 . sss 0.27 . nitrate_WOA_clim 0.3 .
Fe 0.24 . vgosa 0.21 . ugosa 0.3 .
Si 0.2 . phosphate_WOA_clim 0.2 . surface_downward_northward_stress 0.29 .
nitrate_WOA_clim 0.19 . vgos 0.19 . sst 0.28 .
sst 0.18 . nitrate_WOA_clim 0.18 . phosphate_WOA_clim 0.27 .
vgosa 0.18 . NO3 0.17 . AOU_WOA_clim 0.22 .
phosphate_WOA_clim 0.15 . silicate_WOA_clim 0.15 . silicate_WOA_clim 0.2 .
silicate_WOA_clim 0.15 . Fe 0.14 . sst_cruise 0.19 .
NO3 0.14 . O2 0.11 . conductivity_WOA_clim 0.08 .
PO4 0.13 . sst 0.09 . Si 0.06 .
O2 0.13 . CHL 0.08 . NO3 0.06 .
conductivity_WOA_clim 0.07 . Si 0.06 . O2 0.05 .
oxygen_WOA_clim 0.05 . salinity_WOA_clim 0.04 . salinity_WOA_clim 0.04 .
salinity_WOA_clim 0.03 . conductivity_WOA_clim 0.01 . oxygen_WOA_clim 0.03 .
CHL 0.03 . oxygen_WOA_clim . . CHL . .
PHYC . . PHYC . . PHYC . .

MGL1704 syn

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 0.99 0.065 AOU_WOA_clim 1 -0.198 sss_cruise 0.99 -0.055
par_9 0.98 0.04 sss_cruise 1 -0.157 Fe 0.99 0.515
sla 0.97 0.203 wind_speed 1 0.321 AOU_WOA_clim 0.98 -0.277
par_6 0.93 0.022 par 0.96 -0.06 wind_speed 0.97 0.144
sss_cruise 0.9 -0.025 par_9 0.95 -0.038 PP 0.88 -0.187
wind_speed 0.9 -0.081 wind_stress 0.93 -0.375 ugos 0.85 0.183
par 0.84 0.002 ugos 0.86 0.09 phosphate_WOA_clim 0.84 0.264
surface_downward_northward_stress 0.83 0.028 surface_downward_eastward_stress 0.81 -0.017 wind_stress 0.82 -0.132
ugos 0.76 -0.089 northward_wind 0.78 0.025 par 0.81 0.032
eastward_wind 0.76 -0.04 PP 0.77 -0.107 sst_cruise 0.78 -0.137
par_12 0.74 . par_12 0.74 0.007 par_12 0.76 .
PP 0.71 0.022 sst 0.74 -0.057 par_9 0.75 .
sst_cruise 0.69 0.05 eastward_wind 0.73 0.007 par_6 0.73 0.001
o2sat_WOA_clim 0.68 0.059 Fe 0.69 0.336 eastward_wind 0.67 0.01
vgos 0.52 . par_6 0.68 -0.017 par_3 0.64 .
sst 0.49 . par_3 0.66 . surface_downward_northward_stress 0.46 .
surface_downward_eastward_stress 0.49 . density_WOA_clim 0.6 . sla 0.45 .
northward_wind 0.45 . vgosa 0.47 -0.051 ugosa 0.39 .
ugosa 0.41 . sst_cruise 0.4 . silicate_WOA_clim 0.37 .
sss 0.4 . surface_downward_northward_stress 0.39 . northward_wind 0.37 .
wind_stress 0.34 . O2 0.31 . vgosa 0.28 .
density_WOA_clim 0.3 . ugosa 0.26 . surface_downward_eastward_stress 0.27 .
phosphate_WOA_clim 0.25 . sla 0.19 . vgos 0.25 .
oxygen_WOA_clim 0.24 . PO4 0.17 . sst 0.18 .
PO4 0.23 . vgos 0.12 . sss 0.12 .
vgosa 0.22 . silicate_WOA_clim 0.11 . salinity_WOA_clim 0.11 .
AOU_WOA_clim 0.2 . CHL 0.11 . CHL 0.11 .
nitrate_WOA_clim 0.19 . sss 0.09 . nitrate_WOA_clim 0.08 .
CHL 0.15 . o2sat_WOA_clim 0.03 . density_WOA_clim 0.07 .
Si 0.11 . nitrate_WOA_clim 0.03 . oxygen_WOA_clim 0.07 .
NO3 0.11 . phosphate_WOA_clim 0.02 . PO4 0.05 .
O2 0.09 . NO3 0.02 . Si 0.03 .
conductivity_WOA_clim 0.08 . Si 0.01 . O2 0.03 .
silicate_WOA_clim 0.05 . oxygen_WOA_clim . . NO3 0.02 .
Fe 0.04 . salinity_WOA_clim . . o2sat_WOA_clim . .
salinity_WOA_clim 0.03 . conductivity_WOA_clim . . conductivity_WOA_clim . .
PHYC . . PHYC . . PHYC . .

MGL1704 rest1_1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
sss_cruise 0.86 -0.013 sss_cruise 0.84 -0.024 sss_cruise 0.69 -0.024
vgos 0.81 -0.014 sla 0.6 . vgosa 0.62 0.061
density_WOA_clim 0.75 -0.066 par_12 0.57 0.004 PO4 0.58 0.047
PP 0.72 0.015 par 0.48 . par_3 0.55 0.011
surface_downward_eastward_stress 0.67 0.009 eastward_wind 0.48 0.012 sla 0.54 0.001
surface_downward_northward_stress 0.64 . surface_downward_northward_stress 0.48 . PP 0.51 0.008
par 0.63 . density_WOA_clim 0.44 0.018 Fe 0.49 .
par_12 0.63 . par_3 0.44 . par 0.48 .
sla 0.61 . wind_stress 0.42 . par_9 0.45 .
par_3 0.57 . sss 0.37 . wind_speed 0.45 .
wind_speed 0.56 0 Fe 0.32 . density_WOA_clim 0.44 .
par_9 0.55 . wind_speed 0.32 . northward_wind 0.4 .
eastward_wind 0.53 0.001 par_6 0.31 . eastward_wind 0.36 .
par_6 0.49 -0.002 par_9 0.3 . par_6 0.34 .
sss 0.49 . AOU_WOA_clim 0.28 -0.002 par_12 0.34 -0.001
ugos 0.47 . ugosa 0.28 -0.024 vgos 0.34 .
sst 0.41 0.001 PP 0.25 . ugos 0.26 .
o2sat_WOA_clim 0.36 . vgos 0.25 . o2sat_WOA_clim 0.24 .
ugosa 0.34 . northward_wind 0.25 0.007 sss 0.24 .
northward_wind 0.32 . ugos 0.24 . phosphate_WOA_clim 0.23 0.066
phosphate_WOA_clim 0.28 . o2sat_WOA_clim 0.17 . silicate_WOA_clim 0.23 .
wind_stress 0.26 . surface_downward_eastward_stress 0.14 . wind_stress 0.23 .
Fe 0.25 . vgosa 0.12 . surface_downward_northward_stress 0.14 .
AOU_WOA_clim 0.2 . sst 0.1 . AOU_WOA_clim 0.13 .
sst_cruise 0.18 . silicate_WOA_clim 0.07 . surface_downward_eastward_stress 0.13 .
PO4 0.16 . sst_cruise 0.06 . sst 0.11 .
vgosa 0.13 . phosphate_WOA_clim 0.05 . nitrate_WOA_clim 0.1 .
O2 0.11 . O2 0.02 . ugosa 0.1 .
nitrate_WOA_clim 0.09 . nitrate_WOA_clim 0.01 . O2 0.02 .
silicate_WOA_clim 0.07 . NO3 0.01 . oxygen_WOA_clim 0.01 .
Si 0.05 . PO4 0.01 . conductivity_WOA_clim 0.01 .
oxygen_WOA_clim 0.04 . oxygen_WOA_clim . . Si 0.01 .
salinity_WOA_clim 0.04 . salinity_WOA_clim . . salinity_WOA_clim . .
NO3 0.04 . conductivity_WOA_clim . . sst_cruise . .
conductivity_WOA_clim 0.02 . Si . . NO3 . .
CHL . . CHL . . CHL . .
PHYC . . PHYC . . PHYC . .

MGL1704 bg1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
sss_cruise 0.67 -0.006 AOU_WOA_clim 0.93 -0.08 sss_cruise 0.64 .
phosphate_WOA_clim 0.66 0.035 sss_cruise 0.81 -0.035 sss 0.6 -0.193
wind_stress 0.49 . wind_speed 0.78 0.032 AOU_WOA_clim 0.55 -0.024
oxygen_WOA_clim 0.47 0.051 par_3 0.68 -0.027 eastward_wind 0.52 0.007
eastward_wind 0.43 . eastward_wind 0.5 0.004 O2 0.51 .
northward_wind 0.42 . par 0.33 . PO4 0.49 .
vgosa 0.31 . sla 0.29 . par_3 0.43 .
par_9 0.27 . par_12 0.28 . ugos 0.35 .
density_WOA_clim 0.26 . vgos 0.24 . par_9 0.3 .
par_6 0.24 . ugos 0.24 . wind_speed 0.29 .
AOU_WOA_clim 0.22 . northward_wind 0.14 . vgos 0.28 .
wind_speed 0.16 . vgosa 0.12 . par 0.24 .
Fe 0.15 . wind_stress 0.12 . phosphate_WOA_clim 0.23 .
par_3 0.12 . par_6 0.11 . wind_stress 0.23 .
ugos 0.11 . par_9 0.11 . par_12 0.21 .
par 0.1 . sst 0.11 . surface_downward_northward_stress 0.2 .
par_12 0.07 . surface_downward_eastward_stress 0.11 . par_6 0.16 .
O2 0.07 . Fe 0.09 . Fe 0.15 .
sla 0.05 . ugosa 0.09 . PP 0.14 .
surface_downward_eastward_stress 0.05 . o2sat_WOA_clim 0.08 . nitrate_WOA_clim 0.06 .
surface_downward_northward_stress 0.05 . density_WOA_clim 0.06 . surface_downward_eastward_stress 0.05 .
sst 0.03 . PP 0.06 . northward_wind 0.05 .
PP 0.03 . surface_downward_northward_stress 0.06 . ugosa 0.04 .
ugosa 0.02 . oxygen_WOA_clim 0.03 . o2sat_WOA_clim 0.03 .
o2sat_WOA_clim 0.01 . phosphate_WOA_clim 0.03 . oxygen_WOA_clim 0.03 .
vgos 0.01 . PO4 0.03 . sla 0.03 .
salinity_WOA_clim . . sss 0.03 . density_WOA_clim 0.02 .
conductivity_WOA_clim . . sst_cruise 0.02 . vgosa 0.02 .
nitrate_WOA_clim . . NO3 0.02 . conductivity_WOA_clim 0.01 .
silicate_WOA_clim . . nitrate_WOA_clim 0.01 . salinity_WOA_clim . .
sst_cruise . . silicate_WOA_clim 0.01 . silicate_WOA_clim . .
Si . . salinity_WOA_clim . . sst_cruise . .
NO3 . . conductivity_WOA_clim . . Si . .
CHL . . Si . . NO3 . .
PHYC . . CHL . . CHL . .
PO4 . . PHYC . . PHYC . .
sss . . O2 . . sst . .

MGL1704 pico3_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_9 0.89 0.066 sss_cruise 0.97 -0.148 surface_downward_northward_stress 0.98 0.025
AOU_WOA_clim 0.84 0.034 wind_speed 0.97 0.15 phosphate_WOA_clim 0.97 0.062
par_6 0.73 0.028 par 0.93 -0.114 par 0.92 0.014
sss_cruise 0.71 0.003 surface_downward_eastward_stress 0.93 -0.215 eastward_wind 0.91 0.023
par 0.69 0.024 PP 0.77 -0.127 par_12 0.88 -0.012
eastward_wind 0.68 -0.021 par_12 0.75 0.005 sss_cruise 0.76 0.004
ugosa 0.67 0.072 par_9 0.68 -0.02 wind_stress 0.73 0.032
vgosa 0.57 0.09 sst_cruise 0.67 -0.139 par_9 0.68 .
par_12 0.54 -0.031 par_3 0.56 . ugosa 0.67 0.002
par_3 0.5 . eastward_wind 0.51 0.038 o2sat_WOA_clim 0.6 -0.038
sst_cruise 0.49 0.174 par_6 0.49 . par_6 0.6 .
wind_stress 0.48 . vgosa 0.46 -0.067 par_3 0.59 -0.002
northward_wind 0.45 0.026 ugos 0.45 . Fe 0.53 0.032
wind_speed 0.44 -0.014 surface_downward_northward_stress 0.45 . silicate_WOA_clim 0.51 .
PP 0.38 . sss 0.45 . vgosa 0.5 0.001
vgos 0.38 . AOU_WOA_clim 0.42 . wind_speed 0.44 .
density_WOA_clim 0.34 . PO4 0.36 0.171 PP 0.42 .
phosphate_WOA_clim 0.32 . ugosa 0.36 . sst 0.38 .
NO3 0.31 . nitrate_WOA_clim 0.35 . sla 0.37 .
sst 0.27 . sst 0.35 . surface_downward_eastward_stress 0.35 .
surface_downward_northward_stress 0.26 . northward_wind 0.34 -0.002 AOU_WOA_clim 0.27 .
Si 0.23 . Fe 0.29 . sst_cruise 0.25 .
sss 0.23 . wind_stress 0.28 . Si 0.2 .
sla 0.16 . phosphate_WOA_clim 0.27 . density_WOA_clim 0.18 .
surface_downward_eastward_stress 0.15 . sla 0.24 . vgos 0.17 .
PO4 0.14 -0.012 density_WOA_clim 0.23 . northward_wind 0.14 .
o2sat_WOA_clim 0.11 . silicate_WOA_clim 0.23 . PO4 0.08 .
Fe 0.11 . O2 0.16 . ugos 0.07 .
ugos 0.08 . vgos 0.16 . O2 0.06 .
silicate_WOA_clim 0.07 . o2sat_WOA_clim 0.1 . sss 0.06 .
oxygen_WOA_clim 0.02 . CHL 0.08 . oxygen_WOA_clim 0.02 .
O2 0.02 . salinity_WOA_clim 0.07 . nitrate_WOA_clim 0.01 .
nitrate_WOA_clim 0.01 . NO3 0.04 . salinity_WOA_clim . .
salinity_WOA_clim . . oxygen_WOA_clim . . conductivity_WOA_clim . .
conductivity_WOA_clim . . conductivity_WOA_clim . . NO3 . .
CHL . . Si . . CHL . .
PHYC . . PHYC . . PHYC . .

MGL1704 rest1_2

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
vgos 0.89 -0.024 sss_cruise 0.99 -0.018 par 0.95 -0.017
PP 0.88 0.035 par_12 0.89 0.009 phosphate_WOA_clim 0.86 0.074
wind_stress 0.88 0.05 PP 0.87 -0.048 par_6 0.85 -0.023
sst 0.85 0.048 par_3 0.84 -0.009 vgosa 0.82 0.005
eastward_wind 0.83 -0.027 wind_speed 0.77 0.016 sss_cruise 0.72 .
par_3 0.75 0.009 sst 0.74 -0.078 surface_downward_eastward_stress 0.68 0.001
sla 0.75 0.025 sla 0.68 -0.016 wind_speed 0.67 -0.004
sss_cruise 0.74 0.003 Fe 0.63 -0.017 ugosa 0.6 0.007
par_9 0.65 0.001 eastward_wind 0.63 . par_3 0.57 .
par_6 0.64 . par_6 0.62 -0.001 surface_downward_northward_stress 0.57 0.007
PO4 0.59 0.013 vgos 0.52 . density_WOA_clim 0.5 .
par 0.58 . density_WOA_clim 0.51 . PP 0.5 .
surface_downward_eastward_stress 0.57 -0.022 par 0.51 . o2sat_WOA_clim 0.49 -0.003
par_12 0.52 . par_9 0.48 -0.001 par_12 0.47 .
northward_wind 0.51 -0.001 ugosa 0.43 . eastward_wind 0.35 .
o2sat_WOA_clim 0.5 -0.005 sss 0.43 . nitrate_WOA_clim 0.32 0.042
ugos 0.43 0 AOU_WOA_clim 0.41 -0.013 par_9 0.32 .
wind_speed 0.32 . surface_downward_northward_stress 0.41 -0.003 sst 0.32 .
surface_downward_northward_stress 0.32 . surface_downward_eastward_stress 0.39 . AOU_WOA_clim 0.19 .
AOU_WOA_clim 0.31 . wind_stress 0.31 . wind_stress 0.19 .
density_WOA_clim 0.3 . northward_wind 0.25 . sla 0.18 .
ugosa 0.3 . O2 0.22 . sst_cruise 0.15 .
Fe 0.21 . Si 0.2 . northward_wind 0.14 .
sss 0.21 . ugos 0.2 . ugos 0.13 .
phosphate_WOA_clim 0.13 . vgosa 0.18 . sss 0.12 .
sst_cruise 0.13 . nitrate_WOA_clim 0.17 . conductivity_WOA_clim 0.09 .
salinity_WOA_clim 0.12 . o2sat_WOA_clim 0.08 . Si 0.08 .
conductivity_WOA_clim 0.04 . silicate_WOA_clim 0.08 . Fe 0.05 .
silicate_WOA_clim 0.04 . sst_cruise 0.08 . oxygen_WOA_clim 0.04 .
oxygen_WOA_clim 0.01 . phosphate_WOA_clim 0.05 . PO4 0.04 .
nitrate_WOA_clim 0.01 . NO3 0.05 . O2 0.04 .
CHL 0.01 . oxygen_WOA_clim 0.03 . vgos 0.03 .
vgosa 0.01 . PO4 0.02 . silicate_WOA_clim 0.01 .
Si . . conductivity_WOA_clim 0.01 . NO3 0.01 .
NO3 . . salinity_WOA_clim . . salinity_WOA_clim . .
PHYC . . CHL . . CHL . .
O2 . . PHYC . . PHYC . .

MGL1704 rest2_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
wind_speed 1 0.175 sss_cruise 1 -0.015 eastward_wind 1 0.008
vgosa 0.97 0.174 wind_speed 1 0.043 surface_downward_northward_stress 0.99 0.006
sss_cruise 0.89 0.059 par_3 0.99 0.009 phosphate_WOA_clim 0.9 0.043
AOU_WOA_clim 0.79 -0.05 PP 0.98 -0.024 par_12 0.86 -0.001
surface_downward_northward_stress 0.76 0.024 sst 0.95 -0.024 wind_stress 0.83 -0.002
sst_cruise 0.71 -0.08 surface_downward_eastward_stress 0.94 -0.017 sss_cruise 0.82 0.002
surface_downward_eastward_stress 0.71 -0.046 par_6 0.92 0.004 O2 0.78 0.007
sla 0.67 0.061 wind_stress 0.91 -0.04 par_9 0.77 -0.001
oxygen_WOA_clim 0.64 0.077 par 0.9 0.004 ugosa 0.77 0.002
par_3 0.61 . AOU_WOA_clim 0.84 -0.046 par_6 0.71 -0.001
par 0.49 . surface_downward_northward_stress 0.76 -0.008 wind_speed 0.67 0
silicate_WOA_clim 0.42 . par_12 0.69 0.001 par 0.66 0
par_9 0.37 . eastward_wind 0.66 0.005 par_3 0.64 -0.001
par_12 0.37 . vgos 0.65 0.001 Fe 0.62 0.005
O2 0.36 . ugosa 0.6 -0.001 vgos 0.58 .
Fe 0.32 . par_9 0.54 . AOU_WOA_clim 0.56 .
par_6 0.29 . northward_wind 0.53 -0.003 PO4 0.56 .
ugos 0.29 . sss 0.45 . PP 0.5 .
PP 0.27 . phosphate_WOA_clim 0.36 . sla 0.43 0
density_WOA_clim 0.26 0.142 NO3 0.36 . Si 0.41 .
phosphate_WOA_clim 0.19 . sst_cruise 0.35 . vgosa 0.41 0.005
Si 0.18 . PO4 0.29 . northward_wind 0.31 .
ugosa 0.17 . sla 0.29 . sst_cruise 0.3 .
eastward_wind 0.15 . density_WOA_clim 0.28 . silicate_WOA_clim 0.23 .
wind_stress 0.13 . Si 0.21 . o2sat_WOA_clim 0.19 .
northward_wind 0.09 . o2sat_WOA_clim 0.19 . surface_downward_eastward_stress 0.13 .
PO4 0.07 . ugos 0.17 . ugos 0.08 .
vgos 0.06 . vgosa 0.08 . density_WOA_clim 0.07 .
sss 0.06 . O2 0.07 . sss 0.05 .
nitrate_WOA_clim 0.05 . Fe 0.07 . nitrate_WOA_clim 0.03 .
o2sat_WOA_clim 0.04 . conductivity_WOA_clim 0.05 . sst 0.02 .
sst 0.03 . nitrate_WOA_clim 0.05 . oxygen_WOA_clim 0.01 .
salinity_WOA_clim . . silicate_WOA_clim 0.04 . conductivity_WOA_clim 0.01 .
conductivity_WOA_clim . . oxygen_WOA_clim 0.02 . salinity_WOA_clim . .
NO3 . . salinity_WOA_clim . . NO3 . .
CHL . . CHL . . CHL . .
PHYC . . PHYC . . PHYC . .

MGL1704 pico1_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
sss_cruise 1.00 0.126 PP 1 -0.137 par 0.96 0.023
par_3 0.99 0.125 sss_cruise 0.97 0.055 sss_cruise 0.95 0.02
par_12 0.99 0.093 par_6 0.9 0.067 eastward_wind 0.92 0.074
par_9 0.98 0.209 par_9 0.9 0.072 PO4 0.81 0.179
par 0.94 0.056 par 0.89 -0.053 par_3 0.79 0.01
eastward_wind 0.93 -0.254 vgosa 0.85 -0.137 ugosa 0.78 0.101
par_6 0.90 0.1 surface_downward_northward_stress 0.85 -0.091 par_9 0.74 0.01
ugos 0.90 0.104 par_12 0.81 . par_6 0.72 0.027
wind_speed 0.89 -0.407 ugos 0.78 0.065 surface_downward_northward_stress 0.66 .
vgosa 0.85 0.112 silicate_WOA_clim 0.73 0.107 par_12 0.65 .
PP 0.81 0.307 par_3 0.7 . sla 0.64 .
sla 0.77 -0.161 wind_stress 0.7 -0.046 wind_speed 0.59 -0.007
surface_downward_northward_stress 0.76 0.084 northward_wind 0.7 -0.057 silicate_WOA_clim 0.55 .
wind_stress 0.75 0.203 eastward_wind 0.69 . sst 0.55 0.139
AOU_WOA_clim 0.64 0.056 wind_speed 0.62 . vgos 0.52 0.005
Si 0.61 . Fe 0.58 . wind_stress 0.51 .
density_WOA_clim 0.58 . sst_cruise 0.52 . o2sat_WOA_clim 0.43 .
sst_cruise 0.55 . sla 0.52 . PP 0.42 .
Fe 0.53 0.309 sss 0.51 -0.035 AOU_WOA_clim 0.41 .
o2sat_WOA_clim 0.51 . phosphate_WOA_clim 0.5 . Fe 0.38 .
ugosa 0.46 . sst 0.5 -0.037 northward_wind 0.38 -0.009
northward_wind 0.46 . O2 0.44 0.066 phosphate_WOA_clim 0.36 .
surface_downward_eastward_stress 0.43 . surface_downward_eastward_stress 0.44 . sst_cruise 0.33 .
phosphate_WOA_clim 0.42 . AOU_WOA_clim 0.42 0.071 vgosa 0.33 .
O2 0.33 . ugosa 0.42 . ugos 0.31 .
sss 0.32 . o2sat_WOA_clim 0.39 -0.072 surface_downward_eastward_stress 0.24 .
sst 0.30 . vgos 0.3 . nitrate_WOA_clim 0.23 .
NO3 0.26 0.319 density_WOA_clim 0.27 . Si 0.15 .
nitrate_WOA_clim 0.21 0.004 Si 0.24 . sss 0.14 .
vgos 0.17 . nitrate_WOA_clim 0.23 . density_WOA_clim 0.12 .
PO4 0.16 . oxygen_WOA_clim 0.22 . O2 0.08 .
silicate_WOA_clim 0.13 . PO4 0.18 . NO3 0.06 .
CHL 0.13 . CHL 0.14 . conductivity_WOA_clim 0.03 .
conductivity_WOA_clim 0.09 . NO3 0.11 . oxygen_WOA_clim 0.02 .
salinity_WOA_clim 0.05 . salinity_WOA_clim 0.03 . PHYC 0.02 .
PHYC 0.04 . conductivity_WOA_clim 0.01 . salinity_WOA_clim 0.01 .
oxygen_WOA_clim 0.01 . PHYC . . CHL . .

MGL1704 pro1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par 1 0.06 sss_cruise 1 -0.155 sss_cruise 1 -0.007
par_6 1 0.091 par 1 -0.067 wind_speed 1 0.007
par_9 1 0.087 vgosa 0.98 -0.059 eastward_wind 0.98 0.009
sst 0.97 -0.236 wind_speed 0.94 0.066 phosphate_WOA_clim 0.93 0.019
sla 0.97 -0.062 par_3 0.92 -0.03 par_3 0.79 0.001
eastward_wind 0.96 0.057 sla 0.87 -0.048 ugosa 0.74 0.001
par_12 0.95 -0.02 surface_downward_eastward_stress 0.86 -0.031 par_6 0.72 0.001
vgosa 0.91 -0.033 o2sat_WOA_clim 0.78 0.167 par 0.65 0
ugos 0.89 0.012 nitrate_WOA_clim 0.76 -0.211 PO4 0.6 0.002
par_3 0.88 0.02 par_6 0.75 0.014 surface_downward_eastward_stress 0.59 0.004
wind_speed 0.8 -0.021 wind_stress 0.68 -0.037 AOU_WOA_clim 0.53 -0.003
density_WOA_clim 0.77 -0.04 sst 0.67 -0.041 par_9 0.52 .
sss_cruise 0.74 -0.002 par_12 0.65 . PP 0.49 .
PP 0.63 0.02 eastward_wind 0.65 . northward_wind 0.49 -0.002
Fe 0.62 0.055 ugos 0.6 . density_WOA_clim 0.39 .
silicate_WOA_clim 0.56 -0.047 sss 0.57 0.028 par_12 0.37 .
surface_downward_northward_stress 0.49 -0.045 par_9 0.55 . vgosa 0.35 .
O2 0.48 . surface_downward_northward_stress 0.42 . sst 0.31 .
ugosa 0.48 . ugosa 0.41 . sla 0.27 .
surface_downward_eastward_stress 0.48 . Fe 0.39 . ugos 0.27 .
o2sat_WOA_clim 0.45 . PP 0.38 . sss 0.19 .
sss 0.43 -0.044 density_WOA_clim 0.33 . Fe 0.15 .
PO4 0.38 0.025 phosphate_WOA_clim 0.29 . sst_cruise 0.14 .
sst_cruise 0.34 . northward_wind 0.24 . vgos 0.13 .
wind_stress 0.32 . NO3 0.22 . o2sat_WOA_clim 0.1 .
AOU_WOA_clim 0.31 . sst_cruise 0.09 . salinity_WOA_clim 0.08 .
phosphate_WOA_clim 0.31 . AOU_WOA_clim 0.08 . O2 0.08 .
northward_wind 0.28 . conductivity_WOA_clim 0.07 . wind_stress 0.05 .
vgos 0.23 . PO4 0.07 . nitrate_WOA_clim 0.04 .
nitrate_WOA_clim 0.14 . vgos 0.07 . surface_downward_northward_stress 0.04 .
CHL 0.12 . O2 0.05 . silicate_WOA_clim 0.02 .
NO3 0.11 . PHYC 0.04 . oxygen_WOA_clim . .
conductivity_WOA_clim 0.09 . oxygen_WOA_clim 0.03 . conductivity_WOA_clim . .
Si 0.06 . silicate_WOA_clim 0.02 . Si . .
PHYC 0.04 . Si 0.02 . NO3 . .
salinity_WOA_clim 0.02 . salinity_WOA_clim 0.01 . CHL . .
oxygen_WOA_clim . . CHL . . PHYC . .

KM1708 bg2

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
Fe 0.13 0.025 par_3 0.25 -0.036 par 0.16 .
par_6 0.1 . Fe 0.13 0.002 Fe 0.16 -0.001
par_12 0.1 . par_6 0.11 . par_12 0.1 -0.035
par_3 0.08 -0.014 par 0.1 . northward_wind 0.08 .
par_9 0.07 . ugos 0.04 . par_6 0.07 .
par 0.06 . par_9 0.03 . par_9 0.07 .
northward_wind 0.03 . par_12 0.03 . vgos 0.05 .
vgos 0.02 . vgos 0.02 . par_3 0.04 0.011
ugos 0.02 . surface_downward_northward_stress 0.01 . ugos 0.04 .
sss_cruise 0.01 . AOU_WOA_clim . . vgosa 0.02 .
sst_cruise 0.01 . density_WOA_clim . . sla 0.01 .
ugosa 0.01 . o2sat_WOA_clim . . wind_speed 0.01 .
wind_speed 0.01 . oxygen_WOA_clim . . AOU_WOA_clim . .
AOU_WOA_clim . . salinity_WOA_clim . . density_WOA_clim . .
density_WOA_clim . . conductivity_WOA_clim . . o2sat_WOA_clim . .
o2sat_WOA_clim . . nitrate_WOA_clim . . oxygen_WOA_clim . .
oxygen_WOA_clim . . phosphate_WOA_clim . . salinity_WOA_clim . .
salinity_WOA_clim . . silicate_WOA_clim . . conductivity_WOA_clim . .
conductivity_WOA_clim . . sss_cruise . . nitrate_WOA_clim . .
nitrate_WOA_clim . . sst_cruise . . phosphate_WOA_clim . .
phosphate_WOA_clim . . Si . . silicate_WOA_clim . .
silicate_WOA_clim . . NO3 . . sss_cruise . .
Si . . CHL . . sst_cruise . .
NO3 . . PHYC . . Si . .
CHL . . PO4 . . NO3 . .
PHYC . . O2 . . CHL . .
PO4 . . sst . . PHYC . .
O2 . . PP . . PO4 . .
sst . . vgosa . . O2 . .
PP . . sla . . sst . .
vgosa . . ugosa . . PP . .
sla . . wind_stress . . ugosa . .
wind_stress . . eastward_wind . . wind_stress . .
eastward_wind . . surface_downward_eastward_stress . . eastward_wind . .
surface_downward_eastward_stress . . wind_speed . . surface_downward_eastward_stress . .
surface_downward_northward_stress . . northward_wind . . surface_downward_northward_stress . .
sss . . sss . . sss . .

KM1708 bead

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 0.25 0.037 par_9 0.21 . Fe 0.26 -0.03
par_9 0.25 . Fe 0.2 -0.034 par 0.19 .
Fe 0.21 . par_3 0.17 0.009 par_9 0.13 -0.017
par 0.18 . par_12 0.17 -0.03 par_6 0.12 .
par_3 0.18 0.005 par_6 0.14 . par_12 0.08 -0.004
par_12 0.15 . par 0.1 . vgos 0.07 .
ugos 0.11 . northward_wind 0.1 . ugosa 0.07 -0.007
vgos 0.1 . ugos 0.08 . northward_wind 0.07 .
northward_wind 0.07 . vgos 0.05 . par_3 0.06 .
vgosa 0.06 -0.003 vgosa 0.04 . ugos 0.03 .
density_WOA_clim 0.02 . sss_cruise 0.03 . vgosa 0.02 .
ugosa 0.02 . ugosa 0.03 . wind_speed 0.02 .
sss 0.02 . sst_cruise 0.01 . surface_downward_northward_stress 0.02 .
sss_cruise 0.01 . AOU_WOA_clim . . sla 0.01 .
sla 0.01 . density_WOA_clim . . AOU_WOA_clim . .
eastward_wind 0.01 . o2sat_WOA_clim . . density_WOA_clim . .
AOU_WOA_clim . . oxygen_WOA_clim . . o2sat_WOA_clim . .
o2sat_WOA_clim . . salinity_WOA_clim . . oxygen_WOA_clim . .
oxygen_WOA_clim . . conductivity_WOA_clim . . salinity_WOA_clim . .
salinity_WOA_clim . . nitrate_WOA_clim . . conductivity_WOA_clim . .
conductivity_WOA_clim . . phosphate_WOA_clim . . nitrate_WOA_clim . .
nitrate_WOA_clim . . silicate_WOA_clim . . phosphate_WOA_clim . .
phosphate_WOA_clim . . Si . . silicate_WOA_clim . .
silicate_WOA_clim . . NO3 . . sss_cruise . .
sst_cruise . . CHL . . sst_cruise . .
Si . . PHYC . . Si . .
NO3 . . PO4 . . NO3 . .
CHL . . O2 . . CHL . .
PHYC . . sst . . PHYC . .
PO4 . . PP . . PO4 . .
O2 . . sla . . O2 . .
sst . . wind_stress . . sst . .
PP . . eastward_wind . . PP . .
wind_stress . . surface_downward_eastward_stress . . wind_stress . .
surface_downward_eastward_stress . . wind_speed . . eastward_wind . .
wind_speed . . surface_downward_northward_stress . . surface_downward_eastward_stress . .
surface_downward_northward_stress . . sss . . sss . .

KM1708 croco

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_9 1 0.125 par_3 1 -0.198 par_9 1 -0.346
par_12 0.97 0.199 par_9 1 -0.193 par_3 0.9 0.031
par_3 0.96 0.075 par_6 0.78 -0.018 par_12 0.73 -0.132
par_6 0.95 0.176 par_12 0.72 -0.114 Fe 0.67 0.089
Fe 0.71 -0.168 Fe 0.61 0.036 sla 0.62 0.314
par 0.62 0.102 par 0.57 -0.068 par 0.61 -0.068
ugos 0.59 0.079 surface_downward_northward_stress 0.54 0.339 ugos 0.38 0.022
wind_speed 0.47 -0.243 vgos 0.47 0.035 par_6 0.35 .
sla 0.41 -0.173 sss_cruise 0.42 0.386 surface_downward_northward_stress 0.3 0.211
sst_cruise 0.37 1.2 ugos 0.41 . wind_speed 0.28 0.14
sss_cruise 0.33 0.207 density_WOA_clim 0.4 -0.273 vgos 0.25 -0.031
vgos 0.28 . vgosa 0.37 . northward_wind 0.19 .
density_WOA_clim 0.26 . sst_cruise 0.36 -0.299 vgosa 0.17 -0.017
vgosa 0.23 0.039 wind_speed 0.29 0.024 sss_cruise 0.16 .
sss 0.21 -0.843 ugosa 0.23 0.08 density_WOA_clim 0.13 .
surface_downward_northward_stress 0.19 -0.016 sla 0.22 . ugosa 0.11 .
northward_wind 0.19 . sss 0.2 0.32 sst_cruise 0.1 .
sst 0.18 -0.572 northward_wind 0.12 . sst 0.08 0.031
ugosa 0.18 . sst 0.04 . eastward_wind 0.06 .
eastward_wind 0.06 . wind_stress 0.04 . wind_stress 0.04 .
O2 0.04 . O2 0.01 . sss 0.03 0.094
wind_stress 0.03 . eastward_wind 0.01 . AOU_WOA_clim 0.01 .
o2sat_WOA_clim 0.01 . surface_downward_eastward_stress 0.01 . o2sat_WOA_clim 0.01 .
salinity_WOA_clim 0.01 -0.46 AOU_WOA_clim . . O2 0.01 .
surface_downward_eastward_stress 0.01 . o2sat_WOA_clim . . oxygen_WOA_clim . .
AOU_WOA_clim . . oxygen_WOA_clim . . salinity_WOA_clim . .
oxygen_WOA_clim . . salinity_WOA_clim . . conductivity_WOA_clim . .
conductivity_WOA_clim . . conductivity_WOA_clim . . nitrate_WOA_clim . .
nitrate_WOA_clim . . nitrate_WOA_clim . . phosphate_WOA_clim . .
phosphate_WOA_clim . 0.313 phosphate_WOA_clim . . silicate_WOA_clim . .
silicate_WOA_clim . . silicate_WOA_clim . . Si . .
Si . . Si . . NO3 . .
NO3 . . NO3 . . CHL . .
CHL . . CHL . . PHYC . .
PHYC . . PHYC . . PO4 . .
PO4 . . PO4 . . PP . .
PP . . PP . . surface_downward_eastward_stress . .

KM1708 bg1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 0.25 . par_3 0.27 . Fe 0.24 -0.043
par 0.23 0.07 par_9 0.26 -0.119 par 0.21 0.07
par_9 0.22 -0.017 Fe 0.26 -0.046 par_6 0.16 -0.005
Fe 0.21 -0.01 par_6 0.2 . par_9 0.16 .
par_3 0.15 . par 0.15 0.03 par_12 0.11 .
par_12 0.14 . par_12 0.11 . northward_wind 0.11 .
ugos 0.14 . northward_wind 0.11 . par_3 0.06 .
vgos 0.1 . ugos 0.1 . vgos 0.05 .
northward_wind 0.06 . vgos 0.09 . sla 0.03 .
sss_cruise 0.03 . sss_cruise 0.03 . ugos 0.02 .
ugosa 0.03 . ugosa 0.02 . wind_speed 0.02 .
sla 0.02 . wind_speed 0.02 . sss_cruise 0.01 .
wind_speed 0.02 . sst_cruise 0.01 . vgosa 0.01 .
density_WOA_clim 0.01 . vgosa 0.01 . ugosa 0.01 .
vgosa 0.01 . AOU_WOA_clim . . surface_downward_northward_stress 0.01 .
eastward_wind 0.01 . density_WOA_clim . . AOU_WOA_clim . .
surface_downward_eastward_stress 0.01 . o2sat_WOA_clim . . density_WOA_clim . .
AOU_WOA_clim . . oxygen_WOA_clim . . o2sat_WOA_clim . .
o2sat_WOA_clim . . salinity_WOA_clim . . oxygen_WOA_clim . .
oxygen_WOA_clim . . conductivity_WOA_clim . . salinity_WOA_clim . .
salinity_WOA_clim . . nitrate_WOA_clim . . conductivity_WOA_clim . .
conductivity_WOA_clim . . phosphate_WOA_clim . . nitrate_WOA_clim . .
nitrate_WOA_clim . . silicate_WOA_clim . . phosphate_WOA_clim . .
phosphate_WOA_clim . . Si . . silicate_WOA_clim . .
silicate_WOA_clim . . NO3 . . sst_cruise . .
sst_cruise . . CHL . . Si . .
Si . . PHYC . . NO3 . .
NO3 . . PO4 . . CHL . .
CHL . . O2 . . PHYC . .
PHYC . . sst . . PO4 . .
PO4 . . PP . . O2 . .
O2 . . sla . . sst . .
sst . . wind_stress . . PP . .
PP . . eastward_wind . . wind_stress . .
wind_stress . . surface_downward_eastward_stress . . eastward_wind . .
surface_downward_northward_stress . . surface_downward_northward_stress . . surface_downward_eastward_stress . .
sss . . sss . . sss . .

KM1708 pico4_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 0.26 . Fe 0.3 . par 0.31 0.04
par_9 0.15 . par 0.26 . par_3 0.25 .
par 0.14 . par_3 0.17 -0.006 Fe 0.19 .
Fe 0.14 . par_12 0.17 . par_9 0.16 -0.03
par_3 0.12 . par_6 0.13 . par_6 0.13 .
par_12 0.03 . par_9 0.08 . par_12 0.12 .
density_WOA_clim 0.02 . vgosa 0.04 . ugos 0.04 .
vgos 0.01 . vgos 0.03 . vgos 0.02 .
ugosa 0.01 . ugos 0.03 . sla 0.01 .
ugos 0.01 . northward_wind 0.02 . ugosa 0.01 .
surface_downward_northward_stress 0.01 . sla 0.01 . wind_speed 0.01 .
northward_wind 0.01 . ugosa 0.01 . northward_wind 0.01 .
AOU_WOA_clim . . sss 0.01 . AOU_WOA_clim . .
o2sat_WOA_clim . . AOU_WOA_clim . . density_WOA_clim . .
oxygen_WOA_clim . . density_WOA_clim . . o2sat_WOA_clim . .
salinity_WOA_clim . . o2sat_WOA_clim . . oxygen_WOA_clim . .
conductivity_WOA_clim . . oxygen_WOA_clim . . salinity_WOA_clim . .
nitrate_WOA_clim . . salinity_WOA_clim . . conductivity_WOA_clim . .
phosphate_WOA_clim . . conductivity_WOA_clim . . nitrate_WOA_clim . .
silicate_WOA_clim . . nitrate_WOA_clim . . phosphate_WOA_clim . .
sss_cruise . . phosphate_WOA_clim . . silicate_WOA_clim . .
sst_cruise . . silicate_WOA_clim . . sss_cruise . .
Si . . sss_cruise . . sst_cruise . .
NO3 . . sst_cruise . . Si . .
CHL . . Si . . NO3 . .
PHYC . . NO3 . . CHL . .
PO4 . . CHL . . PHYC . .
O2 . . PHYC . . PO4 . .
sst . . PO4 . . O2 . .
PP . . O2 . . sst . .
vgosa . . sst . . PP . .
sla . . PP . . vgosa . .
wind_stress . . wind_stress . . wind_stress . .
eastward_wind . . eastward_wind . . eastward_wind . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
wind_speed . . wind_speed . . surface_downward_northward_stress . .
sss . . surface_downward_northward_stress . . sss . .

KM1708 rest1_1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_9 0.38 -0.018 par_12 0.31 0.071 par_12 0.35 0.101
par 0.36 0.015 Fe 0.27 0.007 Fe 0.22 .
par_3 0.27 0.01 par 0.19 . par_9 0.15 .
ugos 0.26 0.034 par_3 0.16 -0.027 par 0.13 .
par_12 0.22 0.007 par_6 0.11 -0.015 ugos 0.12 .
Fe 0.21 0.002 par_9 0.1 . par_6 0.1 .
vgos 0.14 . ugos 0.08 . par_3 0.09 0.004
par_6 0.07 . vgos 0.05 . vgos 0.05 .
northward_wind 0.05 . vgosa 0.02 . vgosa 0.02 .
wind_speed 0.04 . sla 0.01 . northward_wind 0.02 .
vgosa 0.02 . AOU_WOA_clim . . sla 0.01 .
ugosa 0.01 . density_WOA_clim . . surface_downward_northward_stress 0.01 .
AOU_WOA_clim . . o2sat_WOA_clim . . AOU_WOA_clim . .
density_WOA_clim . . oxygen_WOA_clim . . density_WOA_clim . .
o2sat_WOA_clim . . salinity_WOA_clim . . o2sat_WOA_clim . .
oxygen_WOA_clim . . conductivity_WOA_clim . . oxygen_WOA_clim . .
salinity_WOA_clim . . nitrate_WOA_clim . . salinity_WOA_clim . .
conductivity_WOA_clim . . phosphate_WOA_clim . . conductivity_WOA_clim . .
nitrate_WOA_clim . . silicate_WOA_clim . . nitrate_WOA_clim . .
phosphate_WOA_clim . . sss_cruise . . phosphate_WOA_clim . .
silicate_WOA_clim . . sst_cruise . . silicate_WOA_clim . .
sss_cruise . . Si . . sss_cruise . .
sst_cruise . . NO3 . . sst_cruise . .
Si . . CHL . . Si . .
NO3 . . PHYC . . NO3 . .
CHL . . PO4 . . CHL . .
PHYC . . O2 . . PHYC . .
PO4 . . sst . . PO4 . .
O2 . . PP . . O2 . .
sst . . ugosa . . sst . .
PP . . wind_stress . . PP . .
sla . . eastward_wind . . ugosa . .
wind_stress . . surface_downward_eastward_stress . . wind_stress . .
eastward_wind . . wind_speed . . eastward_wind . .
surface_downward_eastward_stress . . surface_downward_northward_stress . . surface_downward_eastward_stress . .
surface_downward_northward_stress . . northward_wind . . wind_speed . .
sss . . sss . . sss . .

KM1708 pico2_1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 0.86 0.095 par_3 0.97 -0.122 par 0.97 0.095
par_9 0.71 -0.034 par_9 0.89 -0.121 par_6 0.65 -0.019
par_12 0.67 0.094 northward_wind 0.65 0.086 par_9 0.6 -0.042
par_3 0.52 . par_12 0.63 -0.025 northward_wind 0.35 -0.048
Fe 0.49 . par 0.45 -0.012 Fe 0.34 0
par 0.44 0.032 Fe 0.43 0.029 par_12 0.32 0.016
ugos 0.29 0.002 vgosa 0.34 0.024 wind_speed 0.21 0.067
wind_speed 0.24 0.031 ugosa 0.31 -0.007 vgos 0.19 .
vgos 0.2 0.002 par_6 0.3 0.054 par_3 0.18 .
northward_wind 0.18 . sss_cruise 0.24 -0.115 sss_cruise 0.14 0.096
sss_cruise 0.16 0.114 vgos 0.24 . ugos 0.14 .
sla 0.12 . ugos 0.21 . sst_cruise 0.13 -0.015
vgosa 0.1 0.001 wind_speed 0.12 0.029 ugosa 0.12 .
ugosa 0.1 . sla 0.11 . sla 0.1 -0.022
surface_downward_northward_stress 0.06 . sst_cruise 0.08 . vgosa 0.05 .
density_WOA_clim 0.05 . density_WOA_clim 0.04 . AOU_WOA_clim . .
sst_cruise 0.02 . surface_downward_northward_stress 0.04 . density_WOA_clim . .
eastward_wind 0.02 . sss 0.02 . o2sat_WOA_clim . .
sss 0.02 -0.005 AOU_WOA_clim . . oxygen_WOA_clim . .
wind_stress 0.01 . o2sat_WOA_clim . . salinity_WOA_clim . .
AOU_WOA_clim . . oxygen_WOA_clim . . conductivity_WOA_clim . .
o2sat_WOA_clim . . salinity_WOA_clim . . nitrate_WOA_clim . .
oxygen_WOA_clim . . conductivity_WOA_clim . . phosphate_WOA_clim . .
salinity_WOA_clim . . nitrate_WOA_clim . . silicate_WOA_clim . .
conductivity_WOA_clim . . phosphate_WOA_clim . . Si . .
nitrate_WOA_clim . . silicate_WOA_clim . . NO3 . .
phosphate_WOA_clim . . Si . . CHL . .
silicate_WOA_clim . . NO3 . . PHYC . .
Si . . CHL . . PO4 . .
NO3 . . PHYC . . O2 . .
CHL . . PO4 . . sst . .
PHYC . . O2 . . PP . .
PO4 . . sst . . wind_stress . .
O2 . . PP . . eastward_wind . .
sst . . wind_stress . . surface_downward_eastward_stress . .
PP . . eastward_wind . . surface_downward_northward_stress . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . sss . .

KM1708 pro1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 0.97 0.1 par 0.93 -0.046 par_6 0.43 0.002
par_3 0.88 0.023 par_9 0.56 0.021 par_3 0.35 0.001
par 0.75 0.093 vgos 0.41 0.027 par 0.32 0
par_9 0.74 0.108 par_3 0.4 -0.031 sss_cruise 0.27 -0.025
Fe 0.68 -0.002 par_6 0.31 0.007 Fe 0.2 -0.001
par_12 0.66 -0.034 Fe 0.31 . vgos 0.19 0.001
northward_wind 0.57 0.038 sss_cruise 0.26 -0.317 par_12 0.18 .
vgos 0.56 0.037 par_12 0.17 . wind_speed 0.15 -0.003
sss_cruise 0.47 -0.368 wind_speed 0.16 -0.027 par_9 0.14 .
sst_cruise 0.41 0.716 northward_wind 0.16 . northward_wind 0.12 .
wind_speed 0.35 -0.102 ugos 0.14 . ugos 0.11 .
ugos 0.23 0.021 sst_cruise 0.11 0.102 sst_cruise 0.04 0
ugosa 0.12 . vgosa 0.08 . ugosa 0.02 .
density_WOA_clim 0.09 0.002 ugosa 0.06 0.005 density_WOA_clim 0.01 .
sla 0.08 -0.014 density_WOA_clim 0.01 . vgosa 0.01 .
sst 0.05 -0.058 sss 0.01 . AOU_WOA_clim . .
vgosa 0.05 . AOU_WOA_clim . . o2sat_WOA_clim . .
surface_downward_northward_stress 0.04 . o2sat_WOA_clim . . oxygen_WOA_clim . .
sss 0.03 . oxygen_WOA_clim . . salinity_WOA_clim . .
O2 0.01 . salinity_WOA_clim . . conductivity_WOA_clim . .
AOU_WOA_clim . . conductivity_WOA_clim . . nitrate_WOA_clim . .
o2sat_WOA_clim . . nitrate_WOA_clim . . phosphate_WOA_clim . .
oxygen_WOA_clim . . phosphate_WOA_clim . . silicate_WOA_clim . .
salinity_WOA_clim . . silicate_WOA_clim . . Si . .
conductivity_WOA_clim . . Si . . NO3 . .
nitrate_WOA_clim . . NO3 . . CHL . .
phosphate_WOA_clim . . CHL . . PHYC . .
silicate_WOA_clim . . PHYC . . PO4 . .
Si . . PO4 . . O2 . .
NO3 . . O2 . . sst . .
CHL . . sst . . PP . .
PHYC . . PP . . sla . .
PO4 . . sla . . wind_stress . .
PP . . wind_stress . . eastward_wind . .
wind_stress . . eastward_wind . . surface_downward_eastward_stress . .
eastward_wind . . surface_downward_eastward_stress . . surface_downward_northward_stress . .
surface_downward_eastward_stress . . surface_downward_northward_stress . . sss . .

KM1708 pico1_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 0.65 0.098 par_3 0.57 -0.091 par 0.77 0.043
par_9 0.59 0.159 par 0.52 -0.105 par_3 0.42 0.001
par_3 0.46 0.075 par_12 0.32 -0.05 par_9 0.36 .
par_12 0.28 . Fe 0.31 -0.009 Fe 0.35 -0.002
Fe 0.16 -0.012 par_9 0.24 . par_6 0.17 0.011
par 0.14 . ugos 0.16 -0.002 par_12 0.15 -0.003
ugos 0.13 . northward_wind 0.16 . northward_wind 0.06 .
northward_wind 0.04 . par_6 0.13 . sla 0.04 .
vgos 0.03 . vgos 0.11 0.012 ugos 0.04 .
ugosa 0.03 . ugosa 0.1 . wind_speed 0.04 .
density_WOA_clim 0.02 . vgosa 0.07 0.011 vgos 0.02 .
vgosa 0.02 . sla 0.02 . ugosa 0.02 .
surface_downward_northward_stress 0.02 . sss_cruise 0.01 . vgosa 0.01 .
sla 0.01 . surface_downward_northward_stress 0.01 . AOU_WOA_clim . .
wind_speed 0.01 . AOU_WOA_clim . . density_WOA_clim . .
AOU_WOA_clim . . density_WOA_clim . . o2sat_WOA_clim . .
o2sat_WOA_clim . . o2sat_WOA_clim . . oxygen_WOA_clim . .
oxygen_WOA_clim . . oxygen_WOA_clim . . salinity_WOA_clim . .
salinity_WOA_clim . . salinity_WOA_clim . . conductivity_WOA_clim . .
conductivity_WOA_clim . . conductivity_WOA_clim . . nitrate_WOA_clim . .
nitrate_WOA_clim . . nitrate_WOA_clim . . phosphate_WOA_clim . .
phosphate_WOA_clim . . phosphate_WOA_clim . . silicate_WOA_clim . .
silicate_WOA_clim . . silicate_WOA_clim . . sss_cruise . .
sss_cruise . . sst_cruise . . sst_cruise . .
sst_cruise . . Si . . Si . .
Si . . NO3 . . NO3 . .
NO3 . . CHL . . CHL . .
CHL . . PHYC . . PHYC . .
PHYC . . PO4 . . PO4 . .
PO4 . . O2 . . O2 . .
O2 . . sst . . sst . .
sst . . PP . . PP . .
PP . . wind_stress . . wind_stress . .
wind_stress . . eastward_wind . . eastward_wind . .
eastward_wind . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
surface_downward_eastward_stress . . wind_speed . . surface_downward_northward_stress . .
sss . . sss . . sss . .

KM1708 rest2_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 0.33 0.021 par_6 0.33 -0.005 par 0.24 0.005
Fe 0.2 -0.015 par_9 0.22 . Fe 0.24 .
par_3 0.19 . par 0.14 . par_6 0.19 .
par_9 0.14 . par_3 0.11 . par_3 0.15 .
par_12 0.12 . Fe 0.11 . northward_wind 0.13 0.008
par 0.11 . vgos 0.07 . vgos 0.12 .
vgos 0.08 . par_12 0.05 . par_9 0.11 .
northward_wind 0.08 . sss_cruise 0.02 . par_12 0.09 .
sss_cruise 0.06 . ugos 0.02 0 ugos 0.06 .
ugos 0.05 . vgosa 0.01 -0.002 ugosa 0.03 .
sst_cruise 0.03 . sla 0.01 . sss_cruise 0.02 .
vgosa 0.02 . ugosa 0.01 . vgosa 0.02 .
sla 0.02 . wind_speed 0.01 . sla 0.02 .
ugosa 0.02 . surface_downward_northward_stress 0.01 . wind_speed 0.02 .
wind_speed 0.02 . northward_wind 0.01 . AOU_WOA_clim . .
AOU_WOA_clim . . AOU_WOA_clim . . density_WOA_clim . .
density_WOA_clim . . density_WOA_clim . . o2sat_WOA_clim . .
o2sat_WOA_clim . . o2sat_WOA_clim . . oxygen_WOA_clim . .
oxygen_WOA_clim . . oxygen_WOA_clim . . salinity_WOA_clim . .
salinity_WOA_clim . . salinity_WOA_clim . . conductivity_WOA_clim . .
conductivity_WOA_clim . . conductivity_WOA_clim . . nitrate_WOA_clim . .
nitrate_WOA_clim . . nitrate_WOA_clim . . phosphate_WOA_clim . .
phosphate_WOA_clim . . phosphate_WOA_clim . . silicate_WOA_clim . .
silicate_WOA_clim . . silicate_WOA_clim . . sst_cruise . .
Si . . sst_cruise . . Si . .
NO3 . . Si . . NO3 . .
CHL . . NO3 . . CHL . .
PHYC . . CHL . . PHYC . .
PO4 . . PHYC . . PO4 . .
O2 . . PO4 . . O2 . .
sst . . O2 . . sst . .
PP . . sst . . PP . .
wind_stress . . PP . . wind_stress . .
eastward_wind . . wind_stress . . eastward_wind . .
surface_downward_eastward_stress . . eastward_wind . . surface_downward_eastward_stress . .
surface_downward_northward_stress . . surface_downward_eastward_stress . . surface_downward_northward_stress . .
sss . . sss . . sss . .

KM1717 pico3_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 0.72 0.137 par_3 0.54 . par_6 0.48 -0.011
par_3 0.51 0.06 par_6 0.46 -0.038 northward_wind 0.43 -0.096
par_9 0.24 . Fe 0.3 0.019 par 0.39 0.001
par_12 0.2 . par_9 0.28 . par_9 0.35 .
par 0.14 . par 0.21 0.062 par_3 0.32 0.023
northward_wind 0.14 . vgos 0.21 . Fe 0.2 .
Fe 0.12 -0.005 par_12 0.12 0 par_12 0.17 .
density_WOA_clim 0.09 0.036 northward_wind 0.12 . vgos 0.13 .
o2sat_WOA_clim 0.05 . density_WOA_clim 0.03 . wind_stress 0.09 .
vgos 0.04 . sss_cruise 0.03 . density_WOA_clim 0.04 .
AOU_WOA_clim 0.02 . ugosa 0.03 . o2sat_WOA_clim 0.01 .
vgosa 0.02 . ugos 0.03 . sss_cruise 0.01 .
ugosa 0.02 . wind_speed 0.03 . vgosa 0.01 .
sss_cruise 0.01 . wind_stress 0.02 . surface_downward_eastward_stress 0.01 .
ugos 0.01 . surface_downward_northward_stress 0.02 . wind_speed 0.01 .
eastward_wind 0.01 . AOU_WOA_clim 0.01 . AOU_WOA_clim . .
surface_downward_eastward_stress 0.01 . o2sat_WOA_clim 0.01 . oxygen_WOA_clim . .
oxygen_WOA_clim . . sst_cruise 0.01 . salinity_WOA_clim . .
salinity_WOA_clim . . vgosa 0.01 . conductivity_WOA_clim . .
conductivity_WOA_clim . . oxygen_WOA_clim . . nitrate_WOA_clim . .
nitrate_WOA_clim . . salinity_WOA_clim . . phosphate_WOA_clim . .
phosphate_WOA_clim . . conductivity_WOA_clim . . silicate_WOA_clim . .
silicate_WOA_clim . . nitrate_WOA_clim . . sst_cruise . .
sst_cruise . . phosphate_WOA_clim . . Si . .
Si . . silicate_WOA_clim . . NO3 . .
NO3 . . Si . . CHL . .
CHL . . NO3 . . PHYC . .
PHYC . . CHL . . PO4 . .
PO4 . . PHYC . . O2 . .
O2 . . PO4 . . sst . .
sst . . O2 . . PP . .
PP . . sst . . sla . .
sla . . PP . . ugosa . .
wind_stress . . sla . . ugos . .
wind_speed . . eastward_wind . . eastward_wind . .
surface_downward_northward_stress . . surface_downward_eastward_stress . . surface_downward_northward_stress . .
sss . . sss . . sss . .

KM1717 croco

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 1 0.175 par_3 1 -0.065 par_12 0.92 -0.169
par_12 0.99 0.157 par_6 0.91 -0.165 par_6 0.9 -0.215
par_9 0.96 0.142 vgos 0.91 -0.105 par_3 0.87 0.052
par 0.92 0.038 par_12 0.9 -0.137 par_9 0.86 -0.015
par_6 0.89 0.196 par_9 0.79 -0.004 par 0.85 -0.125
northward_wind 0.82 . par 0.78 -0.112 sss_cruise 0.78 1.212
Fe 0.73 -0.077 sss_cruise 0.59 0.353 sst_cruise 0.75 -0.618
vgosa 0.71 -0.36 sst_cruise 0.55 -0.665 northward_wind 0.67 .
sst_cruise 0.56 0.933 northward_wind 0.53 0.157 vgosa 0.5 0.096
surface_downward_eastward_stress 0.52 0.44 ugosa 0.46 0.02 ugosa 0.5 -0.138
sss_cruise 0.49 0.303 density_WOA_clim 0.45 -0.334 Fe 0.46 0.044
ugosa 0.44 0.194 wind_speed 0.45 -0.142 wind_speed 0.45 -0.011
wind_speed 0.4 . Fe 0.4 . vgos 0.22 .
o2sat_WOA_clim 0.38 -0.564 o2sat_WOA_clim 0.35 . o2sat_WOA_clim 0.21 0.012
salinity_WOA_clim 0.35 -1.209 wind_stress 0.3 . wind_stress 0.13 .
ugos 0.32 -0.116 ugos 0.19 . density_WOA_clim 0.12 .
surface_downward_northward_stress 0.26 0.683 sss 0.16 0.178 surface_downward_eastward_stress 0.09 .
wind_stress 0.18 . O2 0.07 -0.216 sst 0.07 .
density_WOA_clim 0.16 . AOU_WOA_clim 0.02 . ugos 0.07 0.053
vgos 0.15 . vgosa 0.02 . O2 0.06 .
sla 0.15 -1.079 sst 0.01 . sss 0.04 .
eastward_wind 0.14 0.103 surface_downward_eastward_stress 0.01 . eastward_wind 0.03 .
sst 0.1 . surface_downward_northward_stress 0.01 . salinity_WOA_clim 0.02 .
oxygen_WOA_clim 0.09 . oxygen_WOA_clim . . sla 0.02 .
sss 0.08 . salinity_WOA_clim . . surface_downward_northward_stress 0.02 .
O2 0.03 . conductivity_WOA_clim . . AOU_WOA_clim 0.01 .
phosphate_WOA_clim 0.02 . nitrate_WOA_clim . . oxygen_WOA_clim . .
AOU_WOA_clim 0.01 . phosphate_WOA_clim . . conductivity_WOA_clim . .
conductivity_WOA_clim . . silicate_WOA_clim . . nitrate_WOA_clim . .
nitrate_WOA_clim . . Si . . phosphate_WOA_clim . .
silicate_WOA_clim . . NO3 . . silicate_WOA_clim . .
Si . . CHL . . Si . .
NO3 . . PHYC . . NO3 . .
CHL . . PO4 . . CHL . .
PHYC . . PP . . PHYC . .
PO4 . . sla . 0.01 PO4 . .
PP . . eastward_wind . . PP . .

KM1717 rest1_1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
northward_wind 0.79 0.311 par_3 0.36 . par 0.63 0.099
par_3 0.68 0.034 par 0.33 -0.004 par_3 0.36 0.067
par_6 0.65 0.03 par_9 0.31 . par_12 0.24 -0.008
par_12 0.51 -0.011 par_6 0.28 0.076 par_6 0.19 .
par_9 0.49 0.006 par_12 0.19 0.011 par_9 0.17 0.013
Fe 0.48 -0.043 Fe 0.09 . Fe 0.08 .
par 0.45 -0.019 vgos 0.07 . northward_wind 0.08 .
wind_speed 0.19 0.209 density_WOA_clim 0.02 . density_WOA_clim 0.06 0.039
wind_stress 0.18 -0.354 sst_cruise 0.02 . vgos 0.05 .
vgos 0.16 -0.06 ugosa 0.02 . sst_cruise 0.04 .
density_WOA_clim 0.12 -0.026 northward_wind 0.02 . wind_speed 0.04 .
surface_downward_eastward_stress 0.11 0.054 o2sat_WOA_clim 0.01 . vgosa 0.03 .
sst_cruise 0.05 . sss_cruise 0.01 . sss_cruise 0.02 .
ugos 0.05 . vgosa 0.01 . ugos 0.01 .
salinity_WOA_clim 0.03 . wind_speed 0.01 . AOU_WOA_clim . .
vgosa 0.03 . AOU_WOA_clim . . o2sat_WOA_clim . .
ugosa 0.03 . oxygen_WOA_clim . . oxygen_WOA_clim . .
oxygen_WOA_clim 0.02 . salinity_WOA_clim . . salinity_WOA_clim . .
sss_cruise 0.02 . conductivity_WOA_clim . . conductivity_WOA_clim . .
o2sat_WOA_clim 0.01 . nitrate_WOA_clim . . nitrate_WOA_clim . .
O2 0.01 . phosphate_WOA_clim . . phosphate_WOA_clim . .
sst 0.01 . silicate_WOA_clim . . silicate_WOA_clim . .
AOU_WOA_clim . . Si . . Si . .
conductivity_WOA_clim . . NO3 . . NO3 . .
nitrate_WOA_clim . . CHL . . CHL . .
phosphate_WOA_clim . . PHYC . . PHYC . .
silicate_WOA_clim . . PO4 . . PO4 . .
Si . . O2 . . O2 . .
NO3 . . sst . . sst . .
CHL . . PP . . PP . .
PHYC . . sla . . sla . .
PO4 . . ugos . . ugosa . .
PP . . wind_stress . . wind_stress . .
sla . . eastward_wind . . eastward_wind . .
eastward_wind . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
surface_downward_northward_stress . . surface_downward_northward_stress . . surface_downward_northward_stress . .
sss . . sss . . sss . .

KM1717 rest2_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
northward_wind 0.52 1.241 par_3 0.58 -0.013 par_9 0.4 0.002
par 0.47 -0.175 par_9 0.26 . par_3 0.36 0
Fe 0.43 -0.035 par_6 0.23 . par_12 0.36 0.004
par_6 0.42 -0.018 par_12 0.22 . par 0.31 .
par_3 0.38 0.09 par 0.16 . par_6 0.31 .
par_9 0.32 . vgos 0.15 . Fe 0.19 .
par_12 0.26 -0.072 sst_cruise 0.14 -0.007 wind_speed 0.14 0.003
wind_speed 0.13 0.026 Fe 0.1 . northward_wind 0.12 .
ugosa 0.1 . northward_wind 0.04 . ugosa 0.08 0.002
vgos 0.09 . sss_cruise 0.03 . vgos 0.07 .
surface_downward_northward_stress 0.08 0.023 wind_stress 0.03 . wind_stress 0.04 .
sst_cruise 0.07 0.358 wind_speed 0.03 . sst_cruise 0.02 .
ugos 0.07 . vgosa 0.01 . sss_cruise 0.01 .
sss_cruise 0.06 -0.109 ugosa 0.01 . vgosa 0.01 .
wind_stress 0.05 -0.138 ugos 0.01 . ugos 0.01 .
surface_downward_eastward_stress 0.05 . AOU_WOA_clim . . surface_downward_eastward_stress 0.01 -0.004
density_WOA_clim 0.04 . density_WOA_clim . . AOU_WOA_clim . .
o2sat_WOA_clim 0.03 . o2sat_WOA_clim . . density_WOA_clim . .
vgosa 0.03 . oxygen_WOA_clim . . o2sat_WOA_clim . -0.004
AOU_WOA_clim . . salinity_WOA_clim . . oxygen_WOA_clim . .
oxygen_WOA_clim . . conductivity_WOA_clim . . salinity_WOA_clim . .
salinity_WOA_clim . . nitrate_WOA_clim . . conductivity_WOA_clim . .
conductivity_WOA_clim . . phosphate_WOA_clim . . nitrate_WOA_clim . .
nitrate_WOA_clim . . silicate_WOA_clim . . phosphate_WOA_clim . .
phosphate_WOA_clim . . Si . . silicate_WOA_clim . .
silicate_WOA_clim . . NO3 . . Si . .
Si . . CHL . . NO3 . .
NO3 . . PHYC . . CHL . .
CHL . . PO4 . . PHYC . .
PHYC . . O2 . . PO4 . .
PO4 . . sst . . O2 . .
O2 . . PP . . sst . .
sst . . sla . . PP . .
PP . . eastward_wind . . sla . .
sla . . surface_downward_eastward_stress . . eastward_wind . .
eastward_wind . . surface_downward_northward_stress . . surface_downward_northward_stress . .
sss . . sss . . sss . .

KM1717 rest1_2

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 0.74 0.011 par_3 0.74 -0.029 par_3 0.74 -0.039
northward_wind 0.69 0.186 par_9 0.39 -0.01 par_9 0.47 -0.018
Fe 0.66 -0.028 par_12 0.39 0.022 par 0.38 -0.004
par_12 0.61 -0.05 par_6 0.34 -0.001 par_6 0.36 0.011
par_3 0.6 0.036 par 0.32 . wind_speed 0.34 -0.087
par_9 0.52 0.03 wind_speed 0.3 -0.071 par_12 0.32 0.011
par 0.46 -0.033 Fe 0.19 0.004 northward_wind 0.32 .
vgos 0.22 . sst_cruise 0.18 -0.117 Fe 0.15 .
wind_stress 0.16 -0.188 northward_wind 0.15 . ugos 0.09 -0.052
surface_downward_eastward_stress 0.09 . sss_cruise 0.1 0.111 sst_cruise 0.08 -0.035
ugos 0.08 0.008 vgos 0.06 . ugosa 0.06 .
wind_speed 0.08 . ugos 0.06 -0.013 sss_cruise 0.05 .
density_WOA_clim 0.05 . vgosa 0.04 . vgos 0.04 .
o2sat_WOA_clim 0.04 . AOU_WOA_clim . . wind_stress 0.04 .
vgosa 0.04 . density_WOA_clim . . vgosa 0.02 .
ugosa 0.03 . o2sat_WOA_clim . . surface_downward_eastward_stress 0.02 .
oxygen_WOA_clim 0.02 . oxygen_WOA_clim . . sss 0.02 .
sst_cruise 0.02 . salinity_WOA_clim . . density_WOA_clim 0.01 .
salinity_WOA_clim 0.01 . conductivity_WOA_clim . . o2sat_WOA_clim 0.01 .
AOU_WOA_clim . . nitrate_WOA_clim . . surface_downward_northward_stress 0.01 .
conductivity_WOA_clim . . phosphate_WOA_clim . . AOU_WOA_clim . .
nitrate_WOA_clim . . silicate_WOA_clim . . oxygen_WOA_clim . .
phosphate_WOA_clim . . Si . . salinity_WOA_clim . .
silicate_WOA_clim . . NO3 . . conductivity_WOA_clim . .
sss_cruise . . CHL . . nitrate_WOA_clim . .
Si . . PHYC . . phosphate_WOA_clim . .
NO3 . . PO4 . . silicate_WOA_clim . .
CHL . . O2 . . Si . .
PHYC . . sst . . NO3 . .
PO4 . . PP . . CHL . .
O2 . . sla . . PHYC . .
sst . . ugosa . . PO4 . .
PP . . wind_stress . . O2 . .
sla . . eastward_wind . . sst . .
eastward_wind . . surface_downward_eastward_stress . . PP . .
surface_downward_northward_stress . . surface_downward_northward_stress . . sla . .
sss . . sss . . eastward_wind . .

KM1717 pico1_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 0.81 0.145 par_3 0.7 -0.105 par 0.73 0.032
par_6 0.81 0.075 par_6 0.69 -0.103 par_6 0.65 -0.027
par_9 0.6 0.069 par_12 0.56 -0.091 northward_wind 0.56 -0.104
par_12 0.53 0.026 vgos 0.5 -0.147 par_9 0.43 .
northward_wind 0.43 . par_9 0.41 0.003 par_12 0.38 -0.009
par 0.39 . par 0.34 -0.046 par_3 0.33 .
Fe 0.36 -0.026 Fe 0.34 . Fe 0.17 .
vgos 0.28 . northward_wind 0.23 . vgos 0.16 0.011
sst_cruise 0.17 0.011 sss_cruise 0.19 0.576 wind_speed 0.12 .
wind_stress 0.14 -0.055 sst_cruise 0.19 . o2sat_WOA_clim 0.1 .
ugos 0.1 . wind_speed 0.18 -0.02 wind_stress 0.1 0.042
wind_speed 0.1 . ugos 0.16 -0.052 sst_cruise 0.09 .
surface_downward_eastward_stress 0.09 . ugosa 0.14 . density_WOA_clim 0.08 0.012
density_WOA_clim 0.08 . o2sat_WOA_clim 0.13 . vgosa 0.08 .
sss_cruise 0.07 -0.023 wind_stress 0.06 . ugosa 0.08 .
vgosa 0.07 . density_WOA_clim 0.03 . sss_cruise 0.05 .
o2sat_WOA_clim 0.06 . vgosa 0.02 . surface_downward_eastward_stress 0.03 .
ugosa 0.06 . surface_downward_eastward_stress 0.01 . sss 0.03 .
AOU_WOA_clim 0.02 . surface_downward_northward_stress 0.01 . oxygen_WOA_clim 0.01 .
salinity_WOA_clim 0.02 . AOU_WOA_clim . . salinity_WOA_clim 0.01 .
sss 0.02 . oxygen_WOA_clim . . AOU_WOA_clim . .
oxygen_WOA_clim 0.01 . salinity_WOA_clim . . conductivity_WOA_clim . .
sla 0.01 . conductivity_WOA_clim . . nitrate_WOA_clim . .
surface_downward_northward_stress 0.01 0.106 nitrate_WOA_clim . . phosphate_WOA_clim . .
conductivity_WOA_clim . . phosphate_WOA_clim . . silicate_WOA_clim . .
nitrate_WOA_clim . . silicate_WOA_clim . . Si . .
phosphate_WOA_clim . . Si . . NO3 . .
silicate_WOA_clim . . NO3 . . CHL . .
Si . . CHL . . PHYC . .
NO3 . . PHYC . . PO4 . .
CHL . . PO4 . . O2 . .
PHYC . . O2 . . sst . .
PO4 . . sst . . PP . .
O2 . . PP . . sla . .
sst . . sla . . ugos . .
PP . . eastward_wind . . eastward_wind . .
eastward_wind . . sss . . surface_downward_northward_stress . .

KM1717 pico2_1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 1 0.127 par_12 0.99 -0.092 par_6 0.98 -0.068
par 0.94 -0.048 par_3 0.97 -0.086 par 0.94 0.041
par_9 0.91 0.049 par_9 0.92 -0.04 northward_wind 0.84 -0.289
northward_wind 0.91 0.141 par_6 0.83 -0.026 par_9 0.69 -0.002
par_6 0.88 0.046 vgos 0.64 -0.074 par_3 0.66 -0.003
Fe 0.72 -0.054 par 0.55 -0.006 par_12 0.5 -0.019
par_12 0.66 -0.019 northward_wind 0.53 0.16 wind_speed 0.44 0.163
wind_stress 0.57 . Fe 0.42 . vgos 0.42 0.083
sst_cruise 0.47 0.161 wind_speed 0.34 -0.042 sst_cruise 0.41 0.288
vgos 0.41 . wind_stress 0.3 -0.005 Fe 0.23 0.01
wind_speed 0.39 0.181 sst_cruise 0.27 . o2sat_WOA_clim 0.2 0.136
ugos 0.31 0.08 o2sat_WOA_clim 0.24 -0.039 density_WOA_clim 0.19 0.071
density_WOA_clim 0.23 -0.163 ugosa 0.21 -0.004 sss_cruise 0.17 -0.065
ugosa 0.23 . density_WOA_clim 0.17 -0.229 ugosa 0.13 -0.008
surface_downward_eastward_stress 0.19 0.646 vgosa 0.1 . wind_stress 0.08 .
sss_cruise 0.14 . sss_cruise 0.08 . ugos 0.04 .
surface_downward_northward_stress 0.14 0.162 ugos 0.04 . surface_downward_eastward_stress 0.04 .
vgosa 0.12 -0.034 surface_downward_eastward_stress 0.04 0.152 oxygen_WOA_clim 0.02 .
salinity_WOA_clim 0.09 -0.036 AOU_WOA_clim 0.02 . vgosa 0.02 .
o2sat_WOA_clim 0.04 . sss 0.02 . salinity_WOA_clim 0.01 .
phosphate_WOA_clim 0.02 . oxygen_WOA_clim 0.01 . sss 0.01 .
sss 0.02 . salinity_WOA_clim 0.01 . AOU_WOA_clim . .
AOU_WOA_clim 0.01 . conductivity_WOA_clim . . conductivity_WOA_clim . .
oxygen_WOA_clim 0.01 -0.039 nitrate_WOA_clim . . nitrate_WOA_clim . .
sla 0.01 -0.041 phosphate_WOA_clim . . phosphate_WOA_clim . .
eastward_wind 0.01 . silicate_WOA_clim . . silicate_WOA_clim . .
conductivity_WOA_clim . . Si . . Si . .
nitrate_WOA_clim . . NO3 . . NO3 . .
silicate_WOA_clim . . CHL . . CHL . .
Si . . PHYC . . PHYC . .
NO3 . . PO4 . . PO4 . .
CHL . . O2 . . O2 . .
PHYC . . sst . . sst . .
PO4 . . PP . . PP . .
O2 . . sla . . sla . .
sst . . eastward_wind . . eastward_wind . .
PP . . surface_downward_northward_stress . . surface_downward_northward_stress . .

KM1717 pro1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par 1 0.106 par_9 0.94 0.082 par 0.76 -0.004
par_3 1 0.111 par_3 0.83 -0.009 par_9 0.64 0.004
par_6 1 0.203 par_12 0.79 -0.095 par_12 0.6 .
par_9 1 0.105 par_6 0.76 . par_6 0.52 -0.002
northward_wind 0.82 . par 0.72 -0.042 par_3 0.49 0
par_12 0.79 -0.028 sst_cruise 0.54 -0.429 Fe 0.42 -0.004
Fe 0.54 -0.013 Fe 0.48 0.032 ugosa 0.34 0.01
wind_stress 0.43 . sss_cruise 0.42 0.648 wind_stress 0.32 0.017
ugosa 0.39 0.039 northward_wind 0.39 0.06 northward_wind 0.23 -0.003
wind_speed 0.3 0.012 vgos 0.25 -0.014 wind_speed 0.22 .
vgosa 0.29 -0.082 ugosa 0.14 . o2sat_WOA_clim 0.14 -0.01
vgos 0.24 . wind_speed 0.1 . vgos 0.13 .
sst_cruise 0.19 -0.003 vgosa 0.06 . vgosa 0.11 -0.002
surface_downward_eastward_stress 0.17 0.212 wind_stress 0.05 . sst_cruise 0.09 0.009
surface_downward_northward_stress 0.17 0.176 o2sat_WOA_clim 0.04 . sss_cruise 0.03 .
o2sat_WOA_clim 0.14 -0.097 ugos 0.03 . density_WOA_clim 0.02 .
ugos 0.14 . AOU_WOA_clim 0.01 . ugos 0.02 .
density_WOA_clim 0.11 . density_WOA_clim 0.01 . sst 0.01 .
sss_cruise 0.1 . O2 0.01 . surface_downward_eastward_stress 0.01 .
salinity_WOA_clim 0.08 -0.03 sss 0.01 . sss 0.01 .
sss 0.04 . oxygen_WOA_clim . . AOU_WOA_clim . .
sst 0.03 . salinity_WOA_clim . . oxygen_WOA_clim . .
eastward_wind 0.03 . conductivity_WOA_clim . . salinity_WOA_clim . .
oxygen_WOA_clim 0.02 . nitrate_WOA_clim . . conductivity_WOA_clim . .
phosphate_WOA_clim 0.02 . phosphate_WOA_clim . . nitrate_WOA_clim . .
O2 0.01 . silicate_WOA_clim . . phosphate_WOA_clim . .
AOU_WOA_clim . . Si . . silicate_WOA_clim . .
conductivity_WOA_clim . . NO3 . . Si . .
nitrate_WOA_clim . . CHL . . NO3 . .
silicate_WOA_clim . . PHYC . . CHL . .
Si . . PO4 . . PHYC . .
NO3 . . sst . . PO4 . .
CHL . . PP . . O2 . .
PHYC . . sla . . PP . .
PO4 . . eastward_wind . . sla . .
PP . . surface_downward_eastward_stress . . eastward_wind . .
sla . -0.209 surface_downward_northward_stress . . surface_downward_northward_stress . .

KM1717 syn

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 0.56 0.087 par_3 0.39 -0.074 par 0.38 0.076
par_6 0.49 0.123 par_12 0.26 -0.022 par_6 0.24 -0.074
northward_wind 0.41 0.032 par_6 0.25 . par_12 0.21 -0.038
par_12 0.25 0.023 par 0.19 0.039 par_3 0.2 .
par_9 0.24 . par_9 0.13 . par_9 0.17 0.064
Fe 0.21 -0.04 Fe 0.1 . Fe 0.1 .
par 0.15 0.004 northward_wind 0.08 . northward_wind 0.06 .
vgos 0.1 . vgos 0.06 . density_WOA_clim 0.05 .
ugosa 0.07 . density_WOA_clim 0.03 . vgos 0.05 .
wind_stress 0.06 . ugosa 0.03 . wind_speed 0.03 .
wind_speed 0.06 . wind_stress 0.03 . AOU_WOA_clim 0.02 .
density_WOA_clim 0.04 0.013 wind_speed 0.03 . o2sat_WOA_clim 0.02 .
o2sat_WOA_clim 0.03 . sss_cruise 0.01 . sss_cruise 0.02 .
vgosa 0.03 . sst_cruise 0.01 . sst_cruise 0.02 .
ugos 0.03 . vgosa 0.01 . O2 0.01 .
surface_downward_eastward_stress 0.03 . ugos 0.01 . vgosa 0.01 .
sst_cruise 0.02 . surface_downward_eastward_stress 0.01 . wind_stress 0.01 .
AOU_WOA_clim . . AOU_WOA_clim . . oxygen_WOA_clim . .
oxygen_WOA_clim . . o2sat_WOA_clim . . salinity_WOA_clim . .
salinity_WOA_clim . . oxygen_WOA_clim . . conductivity_WOA_clim . .
conductivity_WOA_clim . . salinity_WOA_clim . . nitrate_WOA_clim . .
nitrate_WOA_clim . . conductivity_WOA_clim . . phosphate_WOA_clim . .
phosphate_WOA_clim . . nitrate_WOA_clim . . silicate_WOA_clim . .
silicate_WOA_clim . . phosphate_WOA_clim . . Si . .
sss_cruise . . silicate_WOA_clim . . NO3 . .
Si . . Si . . CHL . .
NO3 . . NO3 . . PHYC . .
CHL . . CHL . . PO4 . .
PHYC . . PHYC . . sst . .
PO4 . . PO4 . . PP . .
O2 . . O2 . . sla . .
sst . . sst . . ugosa . .
PP . . PP . . ugos . .
sla . . sla . . eastward_wind . .
eastward_wind . . eastward_wind . . surface_downward_eastward_stress . .
surface_downward_northward_stress . . surface_downward_northward_stress . . surface_downward_northward_stress . .
sss . . sss . . sss . .

KM1717 bg2

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 0.41 0.002 par_3 0.53 -0.013 par_3 0.33 0.024
northward_wind 0.36 0.051 par 0.19 . par 0.28 .
par_6 0.25 . par_6 0.15 . par_6 0.18 .
par_12 0.25 -0.01 par_9 0.14 . par_9 0.18 .
par_9 0.23 . par_12 0.12 . par_12 0.17 -0.008
Fe 0.19 . sst_cruise 0.08 . Fe 0.15 -0.007
par 0.18 . Fe 0.08 . northward_wind 0.14 .
ugos 0.05 . wind_speed 0.08 . vgos 0.12 .
wind_stress 0.05 . vgos 0.05 . ugosa 0.03 .
wind_speed 0.05 . sss_cruise 0.04 . wind_stress 0.03 .
sss_cruise 0.04 . northward_wind 0.04 . wind_speed 0.03 .
vgos 0.04 0.001 density_WOA_clim 0.01 . density_WOA_clim 0.02 .
ugosa 0.04 0.03 vgosa 0.01 . ugos 0.01 .
surface_downward_eastward_stress 0.04 . ugosa 0.01 . AOU_WOA_clim . .
surface_downward_northward_stress 0.04 . wind_stress 0.01 . o2sat_WOA_clim . .
vgosa 0.03 . surface_downward_eastward_stress 0.01 . oxygen_WOA_clim . .
sst 0.02 . AOU_WOA_clim . . salinity_WOA_clim . .
sst_cruise 0.01 . o2sat_WOA_clim . . conductivity_WOA_clim . .
O2 0.01 . oxygen_WOA_clim . . nitrate_WOA_clim . .
AOU_WOA_clim . . salinity_WOA_clim . . phosphate_WOA_clim . .
density_WOA_clim . . conductivity_WOA_clim . . silicate_WOA_clim . .
o2sat_WOA_clim . . nitrate_WOA_clim . . sss_cruise . .
oxygen_WOA_clim . . phosphate_WOA_clim . . sst_cruise . .
salinity_WOA_clim . . silicate_WOA_clim . . Si . .
conductivity_WOA_clim . . Si . . NO3 . .
nitrate_WOA_clim . . NO3 . . CHL . .
phosphate_WOA_clim . . CHL . . PHYC . .
silicate_WOA_clim . . PHYC . . PO4 . .
Si . . PO4 . . O2 . .
NO3 . . O2 . . sst . .
CHL . . sst . . PP . .
PHYC . . PP . . vgosa . .
PO4 . . sla . . sla . .
PP . . ugos . . eastward_wind . .
sla . . eastward_wind . . surface_downward_eastward_stress . .
eastward_wind . . surface_downward_northward_stress . . surface_downward_northward_stress . .
sss . . sss . . sss . .

KOK1801 rest1_1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
ugos 0.07 . ugos 0.06 . ugos 0.07 .
par_6 0.05 . par_9 0.01 . par_6 0.05 .
par_12 0.04 . par_12 0.01 . par_12 0.05 .
ugosa 0.03 . AOU_WOA_clim . . ugosa 0.05 .
par_3 0.02 . density_WOA_clim . . par 0.02 .
par 0.01 . o2sat_WOA_clim . . par_3 0.02 .
par_9 0.01 . oxygen_WOA_clim . . par_9 0.02 .
Fe 0.01 . salinity_WOA_clim . . Fe 0.01 .
AOU_WOA_clim . . conductivity_WOA_clim . . AOU_WOA_clim . .
density_WOA_clim . . nitrate_WOA_clim . . density_WOA_clim . .
o2sat_WOA_clim . . phosphate_WOA_clim . . o2sat_WOA_clim . .
oxygen_WOA_clim . . silicate_WOA_clim . . oxygen_WOA_clim . .
salinity_WOA_clim . . sss_cruise . . salinity_WOA_clim . .
conductivity_WOA_clim . . sst_cruise . . conductivity_WOA_clim . .
nitrate_WOA_clim . . par . . nitrate_WOA_clim . .
phosphate_WOA_clim . . par_3 . . phosphate_WOA_clim . .
silicate_WOA_clim . . par_6 . . silicate_WOA_clim . .
sss_cruise . . Si . . sss_cruise . .
sst_cruise . . NO3 . . sst_cruise . .
Si . . CHL . . Si . .
NO3 . . PHYC . . NO3 . .
CHL . . PO4 . . CHL . .
PHYC . . O2 . . PHYC . .
PO4 . . sst . . PO4 . .
O2 . . Fe . . O2 . .
sst . . PP . . sst . .
PP . . vgosa . . PP . .
vgosa . . vgos . . vgosa . .
vgos . . sla . . vgos . .
sla . . ugosa . . sla . .
wind_stress . . wind_stress . . wind_stress . .
eastward_wind . . eastward_wind . . eastward_wind . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
wind_speed . . wind_speed . . wind_speed . .
surface_downward_northward_stress . . surface_downward_northward_stress . . surface_downward_northward_stress . .
northward_wind . . northward_wind . . northward_wind . .
sss . . sss . . sss . .

KOK1801 bead

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_9 0.25 . ugos 0.54 . par_6 0.37 0.015
ugos 0.23 . ugosa 0.53 -0.072 par_3 0.29 .
par_6 0.17 . par_12 0.08 . ugos 0.08 .
par 0.09 . par_6 0.03 . par_9 0.05 .
par_12 0.08 . par_9 0.03 . par 0.02 .
par_3 0.07 . par 0.02 . ugosa 0.01 .
Fe 0.07 . par_3 0.02 . AOU_WOA_clim . .
ugosa 0.04 . Fe 0.01 . density_WOA_clim . .
wind_stress 0.01 . sla 0.01 . o2sat_WOA_clim . .
AOU_WOA_clim . . AOU_WOA_clim . . oxygen_WOA_clim . .
density_WOA_clim . . density_WOA_clim . . salinity_WOA_clim . .
o2sat_WOA_clim . . o2sat_WOA_clim . . conductivity_WOA_clim . .
oxygen_WOA_clim . . oxygen_WOA_clim . . nitrate_WOA_clim . .
salinity_WOA_clim . . salinity_WOA_clim . . phosphate_WOA_clim . .
conductivity_WOA_clim . . conductivity_WOA_clim . . silicate_WOA_clim . .
nitrate_WOA_clim . . nitrate_WOA_clim . . sss_cruise . .
phosphate_WOA_clim . . phosphate_WOA_clim . . sst_cruise . .
silicate_WOA_clim . . silicate_WOA_clim . . par_12 . .
sss_cruise . . sss_cruise . . Si . .
sst_cruise . . sst_cruise . . NO3 . .
Si . . Si . . CHL . .
NO3 . . NO3 . . PHYC . .
CHL . . CHL . . PO4 . .
PHYC . . PHYC . . O2 . .
PO4 . . PO4 . . sst . .
O2 . . O2 . . Fe . .
sst . . sst . . PP . .
PP . . PP . . vgosa . .
vgosa . . vgosa . . vgos . .
vgos . . vgos . . sla . .
sla . . wind_stress . . wind_stress . .
eastward_wind . . eastward_wind . . eastward_wind . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
wind_speed . . wind_speed . . wind_speed . .
surface_downward_northward_stress . . surface_downward_northward_stress . . surface_downward_northward_stress . .
northward_wind . . northward_wind . . northward_wind . .
sss . . sss . . sss . .

KOK1801 pico2_1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_12 0.62 0.028 par_3 0.77 -0.103 par 0.76 0.087
par_6 0.53 -0.026 ugosa 0.7 -0.033 par_6 0.7 -0.049
ugos 0.34 . par_12 0.56 -0.031 par_9 0.57 .
ugosa 0.28 0.008 par_9 0.39 -0.012 par_12 0.33 -0.003
par_3 0.27 . par_6 0.34 . Fe 0.31 -0.03
par 0.24 . Fe 0.31 0.057 ugosa 0.2 .
par_9 0.23 . sla 0.31 0.182 ugos 0.19 .
Fe 0.22 . par 0.25 . par_3 0.11 .
wind_stress 0.04 . vgosa 0.1 . sla 0.05 .
vgosa 0.03 . ugos 0.08 . sss 0.01 .
sla 0.02 . wind_stress 0.06 . AOU_WOA_clim . .
sss_cruise 0.01 . sss_cruise 0.04 . density_WOA_clim . .
sss 0.01 . wind_speed 0.03 . o2sat_WOA_clim . .
AOU_WOA_clim . . surface_downward_northward_stress 0.02 . oxygen_WOA_clim . .
density_WOA_clim . . sss 0.02 . salinity_WOA_clim . .
o2sat_WOA_clim . . AOU_WOA_clim . . conductivity_WOA_clim . .
oxygen_WOA_clim . . density_WOA_clim . . nitrate_WOA_clim . .
salinity_WOA_clim . . o2sat_WOA_clim . . phosphate_WOA_clim . .
conductivity_WOA_clim . . oxygen_WOA_clim . . silicate_WOA_clim . .
nitrate_WOA_clim . . salinity_WOA_clim . . sss_cruise . .
phosphate_WOA_clim . . conductivity_WOA_clim . . sst_cruise . .
silicate_WOA_clim . . nitrate_WOA_clim . . Si . .
sst_cruise . . phosphate_WOA_clim . . NO3 . .
Si . . silicate_WOA_clim . . CHL . .
NO3 . . sst_cruise . . PHYC . .
CHL . . Si . . PO4 . .
PHYC . . NO3 . . O2 . .
PO4 . . CHL . . sst . .
O2 . . PHYC . . PP . .
sst . . PO4 . . vgosa . .
PP . . O2 . . vgos . .
vgos . . sst . . wind_stress . .
eastward_wind . . PP . . eastward_wind . .
surface_downward_eastward_stress . . vgos . . surface_downward_eastward_stress . .
wind_speed . . eastward_wind . . wind_speed . .
surface_downward_northward_stress . . surface_downward_eastward_stress . . surface_downward_northward_stress . .
northward_wind . . northward_wind . . northward_wind . .

KOK1801 pico1_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 0.94 0.346 ugosa 0.72 -0.052 par 0.93 0.047
par_6 0.83 0.179 par_9 0.66 0.057 par_3 0.58 0.006
par_9 0.56 0.147 par_6 0.52 0.036 ugos 0.27 0.002
ugosa 0.42 . par 0.44 -0.014 par_9 0.23 .
ugos 0.39 0.114 par_12 0.31 . par_12 0.2 .
Fe 0.36 -0.116 ugos 0.31 . Fe 0.18 .
par_12 0.31 . sla 0.24 . par_6 0.08 .
par 0.18 . par_3 0.23 . sla 0.02 .
wind_stress 0.06 . Fe 0.15 . wind_stress 0.02 .
vgosa 0.05 . vgosa 0.07 . ugosa 0.01 .
sla 0.03 . wind_stress 0.06 . sss 0.01 .
density_WOA_clim 0.02 . sss_cruise 0.04 . AOU_WOA_clim . .
vgos 0.02 . sss 0.03 . density_WOA_clim . .
eastward_wind 0.02 . wind_speed 0.02 . o2sat_WOA_clim . .
sss_cruise 0.01 . AOU_WOA_clim . . oxygen_WOA_clim . .
surface_downward_eastward_stress 0.01 . density_WOA_clim . . salinity_WOA_clim . .
wind_speed 0.01 . o2sat_WOA_clim . . conductivity_WOA_clim . .
sss 0.01 . oxygen_WOA_clim . . nitrate_WOA_clim . .
AOU_WOA_clim . . salinity_WOA_clim . . phosphate_WOA_clim . .
o2sat_WOA_clim . . conductivity_WOA_clim . . silicate_WOA_clim . .
oxygen_WOA_clim . . nitrate_WOA_clim . . sss_cruise . .
salinity_WOA_clim . . phosphate_WOA_clim . . sst_cruise . .
conductivity_WOA_clim . . silicate_WOA_clim . . Si . .
nitrate_WOA_clim . . sst_cruise . . NO3 . .
phosphate_WOA_clim . . Si . . CHL . .
silicate_WOA_clim . . NO3 . . PHYC . .
sst_cruise . . CHL . . PO4 . .
Si . . PHYC . . O2 . .
NO3 . . PO4 . . sst . .
CHL . . O2 . . PP . .
PHYC . . sst . . vgosa . .
PO4 . . PP . . vgos . .
O2 . . vgos . . eastward_wind . .
sst . . eastward_wind . . surface_downward_eastward_stress . .
PP . . surface_downward_eastward_stress . . wind_speed . .
surface_downward_northward_stress . . surface_downward_northward_stress . . surface_downward_northward_stress . .
northward_wind . . northward_wind . . northward_wind . .

KOK1801 rest1_2

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 0.31 0.007 ugosa 0.36 -0.025 ugosa 0.23 .
ugosa 0.29 . par_12 0.33 0.019 par_9 0.11 .
par_12 0.28 . par 0.19 . par_6 0.09 .
par_9 0.27 . ugos 0.14 . par_12 0.09 .
sla 0.23 -0.004 par_9 0.11 . par_3 0.07 .
ugos 0.16 . par_3 0.04 . sla 0.06 .
par_3 0.14 . par_6 0.03 . ugos 0.03 .
Fe 0.13 . Fe 0.01 . sss 0.01 .
par 0.11 . sla 0.01 . AOU_WOA_clim . .
wind_stress 0.07 . AOU_WOA_clim . . density_WOA_clim . .
sss_cruise 0.01 . density_WOA_clim . . o2sat_WOA_clim . .
vgos 0.01 . o2sat_WOA_clim . . oxygen_WOA_clim . .
AOU_WOA_clim . . oxygen_WOA_clim . . salinity_WOA_clim . .
density_WOA_clim . . salinity_WOA_clim . . conductivity_WOA_clim . .
o2sat_WOA_clim . . conductivity_WOA_clim . . nitrate_WOA_clim . .
oxygen_WOA_clim . . nitrate_WOA_clim . . phosphate_WOA_clim . .
salinity_WOA_clim . . phosphate_WOA_clim . . silicate_WOA_clim . .
conductivity_WOA_clim . . silicate_WOA_clim . . sss_cruise . .
nitrate_WOA_clim . . sss_cruise . . sst_cruise . .
phosphate_WOA_clim . . sst_cruise . . par . .
silicate_WOA_clim . . Si . . Si . .
sst_cruise . . NO3 . . NO3 . .
Si . . CHL . . CHL . .
NO3 . . PHYC . . PHYC . .
CHL . . PO4 . . PO4 . .
PHYC . . O2 . . O2 . .
PO4 . . sst . . sst . .
O2 . . PP . . Fe . .
sst . . vgosa . . PP . .
PP . . vgos . . vgosa . .
vgosa . . wind_stress . . vgos . .
eastward_wind . . eastward_wind . . wind_stress . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . eastward_wind . .
wind_speed . . wind_speed . . surface_downward_eastward_stress . .
surface_downward_northward_stress . . surface_downward_northward_stress . . wind_speed . .
northward_wind . . northward_wind . . surface_downward_northward_stress . .
sss . . sss . . northward_wind . .

KOK1801 pico2_2

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 0.32 -0.008 ugosa 0.33 -0.032 par_6 0.35 -0.024
par_3 0.31 -0.008 par_3 0.31 -0.005 par 0.12 .
ugos 0.26 . par_6 0.25 -0.02 par_9 0.12 .
par_12 0.23 . par_9 0.21 . ugos 0.1 .
ugosa 0.17 . par_12 0.14 . Fe 0.06 .
par 0.15 . Fe 0.12 . ugosa 0.06 .
par_9 0.14 . sla 0.09 . par_3 0.04 .
Fe 0.13 0.006 ugos 0.05 . par_12 0.04 .
sss_cruise 0.03 . par 0.04 . sla 0.01 .
sla 0.03 . sss_cruise 0.01 . AOU_WOA_clim . .
wind_stress 0.03 . vgosa 0.01 . density_WOA_clim . .
vgosa 0.01 . wind_stress 0.01 . o2sat_WOA_clim . .
wind_speed 0.01 . sss 0.01 . oxygen_WOA_clim . .
sss 0.01 . AOU_WOA_clim . . salinity_WOA_clim . .
AOU_WOA_clim . . density_WOA_clim . . conductivity_WOA_clim . .
density_WOA_clim . . o2sat_WOA_clim . . nitrate_WOA_clim . .
o2sat_WOA_clim . . oxygen_WOA_clim . . phosphate_WOA_clim . .
oxygen_WOA_clim . . salinity_WOA_clim . . silicate_WOA_clim . .
salinity_WOA_clim . . conductivity_WOA_clim . . sss_cruise . .
conductivity_WOA_clim . . nitrate_WOA_clim . . sst_cruise . .
nitrate_WOA_clim . . phosphate_WOA_clim . . Si . .
phosphate_WOA_clim . . silicate_WOA_clim . . NO3 . .
silicate_WOA_clim . . sst_cruise . . CHL . .
sst_cruise . . Si . . PHYC . .
Si . . NO3 . . PO4 . .
NO3 . . CHL . . O2 . .
CHL . . PHYC . . sst . .
PHYC . . PO4 . . PP . .
PO4 . . O2 . . vgosa . .
O2 . . sst . . vgos . .
sst . . PP . . wind_stress . .
PP . . vgos . . eastward_wind . .
vgos . . eastward_wind . . surface_downward_eastward_stress . .
eastward_wind . . surface_downward_eastward_stress . . wind_speed . .
surface_downward_eastward_stress . . wind_speed . . surface_downward_northward_stress . .
surface_downward_northward_stress . . surface_downward_northward_stress . . northward_wind . .
northward_wind . . northward_wind . . sss . .

KOK1801 bg1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
ugos 0.09 . par_3 0.04 . par_3 0.15 .
par_3 0.02 . ugos 0.04 . par_6 0.13 .
par_6 0.02 . par_6 0.02 . ugos 0.1 .
AOU_WOA_clim . . par_12 0.02 . par_9 0.03 .
density_WOA_clim . . ugosa 0.01 . Fe 0.01 .
o2sat_WOA_clim . . AOU_WOA_clim . . ugosa 0.01 .
oxygen_WOA_clim . . density_WOA_clim . . AOU_WOA_clim . .
salinity_WOA_clim . . o2sat_WOA_clim . . density_WOA_clim . .
conductivity_WOA_clim . . oxygen_WOA_clim . . o2sat_WOA_clim . .
nitrate_WOA_clim . . salinity_WOA_clim . . oxygen_WOA_clim . .
phosphate_WOA_clim . . conductivity_WOA_clim . . salinity_WOA_clim . .
silicate_WOA_clim . . nitrate_WOA_clim . . conductivity_WOA_clim . .
sss_cruise . . phosphate_WOA_clim . . nitrate_WOA_clim . .
sst_cruise . . silicate_WOA_clim . . phosphate_WOA_clim . .
par . . sss_cruise . . silicate_WOA_clim . .
par_9 . . sst_cruise . . sss_cruise . .
par_12 . . par . . sst_cruise . .
Si . . par_9 . . par . .
NO3 . . Si . . par_12 . .
CHL . . NO3 . . Si . .
PHYC . . CHL . . NO3 . .
PO4 . . PHYC . . CHL . .
O2 . . PO4 . . PHYC . .
sst . . O2 . . PO4 . .
Fe . . sst . . O2 . .
PP . . Fe . . sst . .
vgosa . . PP . . PP . .
vgos . . vgosa . . vgosa . .
sla . . vgos . . vgos . .
ugosa . . sla . . sla . .
wind_stress . . wind_stress . . wind_stress . .
eastward_wind . . eastward_wind . . eastward_wind . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
wind_speed . . wind_speed . . wind_speed . .
surface_downward_northward_stress . . surface_downward_northward_stress . . surface_downward_northward_stress . .
northward_wind . . northward_wind . . northward_wind . .
sss . . sss . . sss . .

KOK1801 bg2

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 0.05 . ugos 0.31 -0.025 par_12 0.11 .
ugos 0.05 . par_6 0.18 0.013 par_3 0.07 .
par_3 0.03 . ugosa 0.11 . par_6 0.04 .
par_9 0.01 . par_3 0.03 . ugosa 0.04 .
par_12 0.01 . par_9 0.02 . ugos 0.04 .
ugosa 0.01 . par_12 0.01 . AOU_WOA_clim . .
AOU_WOA_clim . . AOU_WOA_clim . . density_WOA_clim . .
density_WOA_clim . . density_WOA_clim . . o2sat_WOA_clim . .
o2sat_WOA_clim . . o2sat_WOA_clim . . oxygen_WOA_clim . .
oxygen_WOA_clim . . oxygen_WOA_clim . . salinity_WOA_clim . .
salinity_WOA_clim . . salinity_WOA_clim . . conductivity_WOA_clim . .
conductivity_WOA_clim . . conductivity_WOA_clim . . nitrate_WOA_clim . .
nitrate_WOA_clim . . nitrate_WOA_clim . . phosphate_WOA_clim . .
phosphate_WOA_clim . . phosphate_WOA_clim . . silicate_WOA_clim . .
silicate_WOA_clim . . silicate_WOA_clim . . sss_cruise . .
sss_cruise . . sss_cruise . . sst_cruise . .
sst_cruise . . sst_cruise . . par . .
par . . par . . par_9 . .
Si . . Si . . Si . .
NO3 . . NO3 . . NO3 . .
CHL . . CHL . . CHL . .
PHYC . . PHYC . . PHYC . .
PO4 . . PO4 . . PO4 . .
O2 . . O2 . . O2 . .
sst . . sst . . sst . .
Fe . . Fe . . Fe . .
PP . . PP . . PP . .
vgosa . . vgosa . . vgosa . .
vgos . . vgos . . vgos . .
sla . . sla . . sla . .
wind_stress . . wind_stress . . wind_stress . .
eastward_wind . . eastward_wind . . eastward_wind . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
wind_speed . . wind_speed . . wind_speed . .
surface_downward_northward_stress . . surface_downward_northward_stress . . surface_downward_northward_stress . .
northward_wind . . northward_wind . . northward_wind . .
sss . . sss . . sss . .

KOK1801 pro1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 1 0.167 ugosa 0.73 -0.019 ugos 0.91 0.009
par_3 0.99 0.153 par_6 0.71 0.062 par_3 0.8 0.01
par_9 0.67 0.048 par 0.56 -0.034 Fe 0.42 0.006
ugos 0.52 0.038 par_9 0.13 . par_6 0.3 .
Fe 0.46 -0.058 par_3 0.12 . par_12 0.26 .
par_12 0.28 . wind_stress 0.12 . wind_stress 0.24 .
ugosa 0.2 . ugos 0.07 . ugosa 0.13 .
par 0.19 . par_12 0.06 . par 0.09 .
vgosa 0.15 . Fe 0.03 . par_9 0.08 .
sss_cruise 0.13 . sss_cruise 0.02 . sla 0.07 .
wind_stress 0.1 . sla 0.02 . vgosa 0.01 .
sss 0.08 . vgos 0.01 . AOU_WOA_clim . .
surface_downward_northward_stress 0.07 . sss 0.01 . density_WOA_clim . .
vgos 0.02 . AOU_WOA_clim . . o2sat_WOA_clim . .
density_WOA_clim 0.01 . density_WOA_clim . . oxygen_WOA_clim . .
sla 0.01 . o2sat_WOA_clim . . salinity_WOA_clim . .
wind_speed 0.01 . oxygen_WOA_clim . . conductivity_WOA_clim . .
northward_wind 0.01 . salinity_WOA_clim . . nitrate_WOA_clim . .
AOU_WOA_clim . . conductivity_WOA_clim . . phosphate_WOA_clim . .
o2sat_WOA_clim . . nitrate_WOA_clim . . silicate_WOA_clim . .
oxygen_WOA_clim . . phosphate_WOA_clim . . sss_cruise . .
salinity_WOA_clim . . silicate_WOA_clim . . sst_cruise . .
conductivity_WOA_clim . . sst_cruise . . Si . .
nitrate_WOA_clim . . Si . . NO3 . .
phosphate_WOA_clim . . NO3 . . CHL . .
silicate_WOA_clim . . CHL . . PHYC . .
sst_cruise . . PHYC . . PO4 . .
Si . . PO4 . . O2 . .
NO3 . . O2 . . sst . .
CHL . . sst . . PP . .
PHYC . . PP . . vgos . .
PO4 . . vgosa . . eastward_wind . .
O2 . . eastward_wind . . surface_downward_eastward_stress . .
sst . . surface_downward_eastward_stress . . wind_speed . .
PP . . wind_speed . . surface_downward_northward_stress . .
eastward_wind . . surface_downward_northward_stress . . northward_wind . .
surface_downward_eastward_stress . . northward_wind . . sss . .

KOK1801 rest2_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_12 0.01 . ugos 0.04 . ugos 0.56 0.008
ugos 0.01 . ugosa 0.02 . par_3 0.19 .
AOU_WOA_clim . . par_6 0.01 . ugosa 0.14 .
density_WOA_clim . . par_12 0.01 . par 0.03 .
o2sat_WOA_clim . . wind_stress 0.01 . wind_stress 0.02 .
oxygen_WOA_clim . . AOU_WOA_clim . . par_9 0.01 .
salinity_WOA_clim . . density_WOA_clim . . par_12 0.01 .
conductivity_WOA_clim . . o2sat_WOA_clim . . Fe 0.01 .
nitrate_WOA_clim . . oxygen_WOA_clim . . AOU_WOA_clim . .
phosphate_WOA_clim . . salinity_WOA_clim . . density_WOA_clim . .
silicate_WOA_clim . . conductivity_WOA_clim . . o2sat_WOA_clim . .
sss_cruise . . nitrate_WOA_clim . . oxygen_WOA_clim . .
sst_cruise . . phosphate_WOA_clim . . salinity_WOA_clim . .
par . . silicate_WOA_clim . . conductivity_WOA_clim . .
par_3 . . sss_cruise . . nitrate_WOA_clim . .
par_6 . . sst_cruise . . phosphate_WOA_clim . .
par_9 . . par . . silicate_WOA_clim . .
Si . . par_3 . . sss_cruise . .
NO3 . . par_9 . . sst_cruise . .
CHL . . Si . . par_6 . .
PHYC . . NO3 . . Si . .
PO4 . . CHL . . NO3 . .
O2 . . PHYC . . CHL . .
sst . . PO4 . . PHYC . .
Fe . . O2 . . PO4 . .
PP . . sst . . O2 . .
vgosa . . Fe . . sst . .
vgos . . PP . . PP . .
sla . . vgosa . . vgosa . .
ugosa . . vgos . . vgos . .
wind_stress . . sla . . sla . .
eastward_wind . . eastward_wind . . eastward_wind . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
wind_speed . . wind_speed . . wind_speed . .
surface_downward_northward_stress . . surface_downward_northward_stress . . surface_downward_northward_stress . .
northward_wind . . northward_wind . . northward_wind . .
sss . . sss . . sss . .

KM1802 rest1_1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
wind_stress 0.541 0.007 vgos 0.245 . wind_stress 0.316 .
par_12 0.449 . par_3 0.235 . par_12 0.173 .
vgos 0.378 -0.007 wind_stress 0.163 . vgos 0.153 .
par_9 0.276 . par 0.143 . par_3 0.133 .
par_6 0.245 . par_9 0.133 . par_9 0.092 .
par_3 0.122 . vgosa 0.102 . par 0.082 .
par 0.112 . par_6 0.082 . wind_speed 0.082 .
ugosa 0.061 . par_12 0.061 . par_6 0.071 .
surface_downward_northward_stress 0.061 . wind_speed 0.051 . surface_downward_northward_stress 0.031 .
ugos 0.041 . sla 0.031 . ugos 0.02 .
Fe 0.031 . ugos 0.02 . Fe 0.01 .
vgosa 0.031 . Fe 0.01 . ugosa 0.01 .
wind_speed 0.02 . surface_downward_northward_stress 0.01 . AOU_WOA_clim . .
surface_downward_eastward_stress 0.01 . AOU_WOA_clim . . density_WOA_clim . .
AOU_WOA_clim . . density_WOA_clim . . o2sat_WOA_clim . .
density_WOA_clim . . o2sat_WOA_clim . . oxygen_WOA_clim . .
o2sat_WOA_clim . . oxygen_WOA_clim . . salinity_WOA_clim . .
oxygen_WOA_clim . . salinity_WOA_clim . . conductivity_WOA_clim . .
salinity_WOA_clim . . conductivity_WOA_clim . . nitrate_WOA_clim . .
conductivity_WOA_clim . . nitrate_WOA_clim . . phosphate_WOA_clim . .
nitrate_WOA_clim . . phosphate_WOA_clim . . silicate_WOA_clim . .
phosphate_WOA_clim . . silicate_WOA_clim . . sss_cruise . .
silicate_WOA_clim . . sss_cruise . . sst_cruise . .
sss_cruise . . sst_cruise . . Si . .
sst_cruise . . Si . . NO3 . .
Si . . NO3 . . CHL . .
NO3 . . CHL . . PHYC . .
CHL . . PHYC . . PO4 . .
PHYC . . PO4 . . O2 . .
PO4 . . O2 . . sst . .
O2 . . sst . . PP . .
sst . . PP . . vgosa . .
PP . . ugosa . . sla . .
sla . . eastward_wind . . eastward_wind . .
eastward_wind . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
northward_wind . . northward_wind . . northward_wind . .
sss . . sss . . sss . .

KM1802 bead

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
vgos 0.439 . wind_stress 0.357 . wind_stress 0.5 -0.004
wind_stress 0.255 . par_12 0.255 . par_12 0.439 .
par_3 0.224 . wind_speed 0.163 . par_3 0.429 .
par_6 0.204 . par_9 0.143 . vgos 0.327 .
par_12 0.184 . par_6 0.133 . wind_speed 0.153 .
par_9 0.133 . vgos 0.122 . par_6 0.143 .
par 0.071 . par 0.092 . par 0.092 .
ugosa 0.061 . par_3 0.061 . par_9 0.071 .
vgosa 0.031 . surface_downward_northward_stress 0.061 . ugos 0.071 .
surface_downward_northward_stress 0.031 . Fe 0.051 . Fe 0.041 .
ugos 0.01 . ugos 0.051 . surface_downward_northward_stress 0.041 .
AOU_WOA_clim . . o2sat_WOA_clim 0.02 . vgosa 0.01 .
density_WOA_clim . . AOU_WOA_clim 0.01 . eastward_wind 0.01 .
o2sat_WOA_clim . . vgosa 0.01 . sss 0.01 .
oxygen_WOA_clim . . ugosa 0.01 . AOU_WOA_clim . .
salinity_WOA_clim . . density_WOA_clim . . density_WOA_clim . .
conductivity_WOA_clim . . oxygen_WOA_clim . . o2sat_WOA_clim . .
nitrate_WOA_clim . . salinity_WOA_clim . . oxygen_WOA_clim . .
phosphate_WOA_clim . . conductivity_WOA_clim . . salinity_WOA_clim . .
silicate_WOA_clim . . nitrate_WOA_clim . . conductivity_WOA_clim . .
sss_cruise . . phosphate_WOA_clim . . nitrate_WOA_clim . .
sst_cruise . . silicate_WOA_clim . . phosphate_WOA_clim . .
Si . . sss_cruise . . silicate_WOA_clim . .
NO3 . . sst_cruise . . sss_cruise . .
CHL . . Si . . sst_cruise . .
PHYC . . NO3 . . Si . .
PO4 . . CHL . . NO3 . .
O2 . . PHYC . . CHL . .
sst . . PO4 . . PHYC . .
Fe . . O2 . . PO4 . .
PP . . sst . . O2 . .
sla . . PP . . sst . .
eastward_wind . . sla . . PP . .
surface_downward_eastward_stress . . eastward_wind . . sla . .
wind_speed . . surface_downward_eastward_stress . . ugosa . .
northward_wind . . northward_wind . . surface_downward_eastward_stress . .
sss . . sss . . northward_wind . .

KM1802 bg1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
wind_stress 0.214 . par 0.276 . vgos 0.265 .
par_6 0.194 . vgos 0.265 . wind_stress 0.235 .
vgos 0.163 . par_6 0.194 . par_3 0.173 .
par_9 0.153 . par_12 0.173 . par_9 0.143 .
par_12 0.143 . par_9 0.153 . par 0.133 .
par_3 0.112 . wind_stress 0.143 . par_12 0.133 .
par 0.092 . par_3 0.133 . wind_speed 0.112 .
ugos 0.061 . vgosa 0.051 . par_6 0.092 .
vgosa 0.051 . ugos 0.051 . o2sat_WOA_clim 0.031 .
ugosa 0.031 . surface_downward_northward_stress 0.051 . vgosa 0.031 .
wind_speed 0.031 . wind_speed 0.02 . ugosa 0.031 .
surface_downward_northward_stress 0.031 . o2sat_WOA_clim 0.01 . sla 0.02 .
o2sat_WOA_clim 0.02 . sst_cruise 0.01 . sst_cruise 0.01 .
Fe 0.01 . Fe 0.01 . Fe 0.01 .
AOU_WOA_clim . . ugosa 0.01 . AOU_WOA_clim . .
density_WOA_clim . . AOU_WOA_clim . . density_WOA_clim . .
oxygen_WOA_clim . . density_WOA_clim . . oxygen_WOA_clim . .
salinity_WOA_clim . . oxygen_WOA_clim . . salinity_WOA_clim . .
conductivity_WOA_clim . . salinity_WOA_clim . . conductivity_WOA_clim . .
nitrate_WOA_clim . . conductivity_WOA_clim . . nitrate_WOA_clim . .
phosphate_WOA_clim . . nitrate_WOA_clim . . phosphate_WOA_clim . .
silicate_WOA_clim . . phosphate_WOA_clim . . silicate_WOA_clim . .
sss_cruise . . silicate_WOA_clim . . sss_cruise . .
sst_cruise . . sss_cruise . . Si . .
Si . . Si . . NO3 . .
NO3 . . NO3 . . CHL . .
CHL . . CHL . . PHYC . .
PHYC . . PHYC . . PO4 . .
PO4 . . PO4 . . O2 . .
O2 . . O2 . . sst . .
sst . . sst . . PP . .
PP . . PP . . ugos . .
sla . . sla . . eastward_wind . .
eastward_wind . . eastward_wind . . surface_downward_eastward_stress . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_northward_stress . .
northward_wind . . northward_wind . . northward_wind . .
sss . . sss . . sss . .

KM1802 syn

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
vgos 0.939 0.071 vgos 0.5 . wind_stress 0.48 .
par_9 0.388 . wind_stress 0.418 . vgos 0.398 .
par_6 0.367 . par_9 0.245 . par_3 0.357 .
par_3 0.173 . par_12 0.224 . par_9 0.092 .
par_12 0.133 . par_3 0.153 . par 0.071 .
wind_stress 0.071 . wind_speed 0.153 . par_6 0.061 .
Fe 0.041 . vgosa 0.143 . par_12 0.041 .
vgosa 0.031 . par 0.061 . vgosa 0.031 .
par 0.01 . par_6 0.031 . ugos 0.02 .
ugosa 0.01 . sla 0.031 . wind_speed 0.02 .
ugos 0.01 . ugos 0.02 . surface_downward_northward_stress 0.02 .
wind_speed 0.01 . AOU_WOA_clim . . Fe 0.01 .
AOU_WOA_clim . . density_WOA_clim . . sla 0.01 .
density_WOA_clim . . o2sat_WOA_clim . . ugosa 0.01 .
o2sat_WOA_clim . . oxygen_WOA_clim . . AOU_WOA_clim . .
oxygen_WOA_clim . . salinity_WOA_clim . . density_WOA_clim . .
salinity_WOA_clim . . conductivity_WOA_clim . . o2sat_WOA_clim . .
conductivity_WOA_clim . . nitrate_WOA_clim . . oxygen_WOA_clim . .
nitrate_WOA_clim . . phosphate_WOA_clim . . salinity_WOA_clim . .
phosphate_WOA_clim . . silicate_WOA_clim . . conductivity_WOA_clim . .
silicate_WOA_clim . . sss_cruise . . nitrate_WOA_clim . .
sss_cruise . . sst_cruise . . phosphate_WOA_clim . .
sst_cruise . . Si . . silicate_WOA_clim . .
Si . . NO3 . . sss_cruise . .
NO3 . . CHL . . sst_cruise . .
CHL . . PHYC . . Si . .
PHYC . . PO4 . . NO3 . .
PO4 . . O2 . . CHL . .
O2 . . sst . . PHYC . .
sst . . Fe . . PO4 . .
PP . . PP . . O2 . .
sla . . ugosa . . sst . .
eastward_wind . . eastward_wind . . PP . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . eastward_wind . .
surface_downward_northward_stress . . surface_downward_northward_stress . . surface_downward_eastward_stress . .
northward_wind . . northward_wind . . northward_wind . .
sss . . sss . . sss . .

KM1802 pico1_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
vgos 0.592 . vgos 0.408 -0.094 wind_stress 0.724 -0.009
par_6 0.316 . par_6 0.184 . vgos 0.459 0
par_9 0.276 . par_9 0.112 . par_12 0.449 .
par_12 0.122 . wind_stress 0.112 . par_3 0.408 .
par_3 0.082 . par_12 0.092 . par_9 0.296 .
wind_stress 0.071 . par_3 0.071 . wind_speed 0.214 .
par 0.031 . par 0.051 . par 0.133 .
Fe 0.02 . vgosa 0.02 . par_6 0.102 .
AOU_WOA_clim . . o2sat_WOA_clim 0.01 . ugos 0.092 .
density_WOA_clim . . ugos 0.01 . vgosa 0.082 .
o2sat_WOA_clim . . wind_speed 0.01 . Fe 0.02 .
oxygen_WOA_clim . . surface_downward_northward_stress 0.01 . surface_downward_northward_stress 0.02 .
salinity_WOA_clim . . AOU_WOA_clim . . o2sat_WOA_clim 0.01 .
conductivity_WOA_clim . . density_WOA_clim . . sst_cruise 0.01 .
nitrate_WOA_clim . . oxygen_WOA_clim . . sla 0.01 .
phosphate_WOA_clim . . salinity_WOA_clim . . ugosa 0.01 .
silicate_WOA_clim . . conductivity_WOA_clim . . eastward_wind 0.01 .
sss_cruise . . nitrate_WOA_clim . . AOU_WOA_clim . .
sst_cruise . . phosphate_WOA_clim . . density_WOA_clim . .
Si . . silicate_WOA_clim . . oxygen_WOA_clim . .
NO3 . . sss_cruise . . salinity_WOA_clim . .
CHL . . sst_cruise . . conductivity_WOA_clim . .
PHYC . . Si . . nitrate_WOA_clim . .
PO4 . . NO3 . . phosphate_WOA_clim . .
O2 . . CHL . . silicate_WOA_clim . .
sst . . PHYC . . sss_cruise . .
PP . . PO4 . . Si . .
vgosa . . O2 . . NO3 . .
sla . . sst . . CHL . .
ugosa . . Fe . . PHYC . .
ugos . . PP . . PO4 . .
eastward_wind . . sla . . O2 . .
surface_downward_eastward_stress . . ugosa . . sst . .
wind_speed . . eastward_wind . . PP . .
surface_downward_northward_stress . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
northward_wind . . northward_wind . . northward_wind . .
sss . . sss . . sss . .

KM1802 pico2_1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 0.949 0.102 par_12 0.918 -0.057 par_3 0.867 0.06
par_9 0.816 0.036 par_6 0.857 -0.054 wind_stress 0.837 -0.052
par_3 0.786 0.04 vgos 0.847 -0.046 par 0.827 0.082
vgos 0.561 . wind_stress 0.755 0.026 par_12 0.765 0.037
wind_stress 0.52 -0.001 par_3 0.622 -0.021 vgos 0.612 .
par_12 0.459 . par_9 0.49 . par_9 0.439 .
par 0.296 . par 0.449 . par_6 0.398 .
Fe 0.143 . wind_speed 0.286 . wind_speed 0.296 .
surface_downward_northward_stress 0.133 . surface_downward_northward_stress 0.143 . surface_downward_northward_stress 0.184 .
ugosa 0.102 . ugos 0.133 . vgosa 0.143 .
vgosa 0.092 . vgosa 0.122 . sla 0.122 .
o2sat_WOA_clim 0.051 . ugosa 0.102 . ugos 0.082 .
ugos 0.051 . sst_cruise 0.051 . ugosa 0.051 .
wind_speed 0.031 . Fe 0.051 . eastward_wind 0.031 .
AOU_WOA_clim 0.01 . o2sat_WOA_clim 0.031 . o2sat_WOA_clim 0.01 .
sla 0.01 . sla 0.02 . Fe 0.01 .
density_WOA_clim . . sss_cruise 0.01 . AOU_WOA_clim . .
oxygen_WOA_clim . . eastward_wind 0.01 . density_WOA_clim . .
salinity_WOA_clim . . AOU_WOA_clim . . oxygen_WOA_clim . .
conductivity_WOA_clim . . density_WOA_clim . . salinity_WOA_clim . .
nitrate_WOA_clim . . oxygen_WOA_clim . . conductivity_WOA_clim . .
phosphate_WOA_clim . . salinity_WOA_clim . . nitrate_WOA_clim . .
silicate_WOA_clim . . conductivity_WOA_clim . . phosphate_WOA_clim . .
sss_cruise . . nitrate_WOA_clim . . silicate_WOA_clim . .
sst_cruise . . phosphate_WOA_clim . . sss_cruise . .
Si . . silicate_WOA_clim . . sst_cruise . .
NO3 . . Si . . Si . .
CHL . . NO3 . . NO3 . .
PHYC . . CHL . . CHL . .
PO4 . . PHYC . . PHYC . .
O2 . . PO4 . . PO4 . .
sst . . O2 . . O2 . .
PP . . sst . . sst . .
eastward_wind . . PP . . PP . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
northward_wind . . northward_wind . . northward_wind . .
sss . . sss . . sss . .

KM1802 bg2

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
vgos 0.194 . vgos 0.245 . vgos 0.245 .
wind_stress 0.071 . wind_stress 0.163 . wind_stress 0.224 .
par_3 0.061 . par_3 0.071 . par_3 0.163 .
par_12 0.061 . par_12 0.071 . par_6 0.102 .
par_6 0.051 . par_9 0.051 . par 0.082 .
par_9 0.051 . par 0.041 . par_12 0.082 .
par 0.041 . par_6 0.041 . par_9 0.051 .
Fe 0.02 . o2sat_WOA_clim 0.01 . wind_speed 0.041 .
wind_speed 0.02 . Fe 0.01 . Fe 0.031 .
ugosa 0.01 . vgosa 0.01 . ugos 0.02 .
ugos 0.01 . sla 0.01 . ugosa 0.01 .
surface_downward_northward_stress 0.01 . ugosa 0.01 . surface_downward_northward_stress 0.01 .
AOU_WOA_clim . . ugos 0.01 . AOU_WOA_clim . .
density_WOA_clim . . surface_downward_eastward_stress 0.01 . density_WOA_clim . .
o2sat_WOA_clim . . AOU_WOA_clim . . o2sat_WOA_clim . .
oxygen_WOA_clim . . density_WOA_clim . . oxygen_WOA_clim . .
salinity_WOA_clim . . oxygen_WOA_clim . . salinity_WOA_clim . .
conductivity_WOA_clim . . salinity_WOA_clim . . conductivity_WOA_clim . .
nitrate_WOA_clim . . conductivity_WOA_clim . . nitrate_WOA_clim . .
phosphate_WOA_clim . . nitrate_WOA_clim . . phosphate_WOA_clim . .
silicate_WOA_clim . . phosphate_WOA_clim . . silicate_WOA_clim . .
sss_cruise . . silicate_WOA_clim . . sss_cruise . .
sst_cruise . . sss_cruise . . sst_cruise . .
Si . . sst_cruise . . Si . .
NO3 . . Si . . NO3 . .
CHL . . NO3 . . CHL . .
PHYC . . CHL . . PHYC . .
PO4 . . PHYC . . PO4 . .
O2 . . PO4 . . O2 . .
sst . . O2 . . sst . .
PP . . sst . . PP . .
vgosa . . PP . . vgosa . .
sla . . eastward_wind . . sla . .
eastward_wind . . wind_speed . . eastward_wind . .
surface_downward_eastward_stress . . surface_downward_northward_stress . . surface_downward_eastward_stress . .
northward_wind . . northward_wind . . northward_wind . .
sss . . sss . . sss . .

KM1802 rest2_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
vgos 0.306 . vgos 0.367 . wind_stress 0.745 -0.008
par_6 0.112 . wind_stress 0.173 . par_12 0.612 0.006
par_3 0.092 . par_6 0.082 . par_3 0.541 .
par_9 0.071 . par_3 0.061 . vgos 0.449 .
par_12 0.061 . par_9 0.051 . par_6 0.347 .
par 0.051 . par_12 0.031 . par_9 0.286 .
wind_stress 0.041 . par 0.02 . par 0.173 .
Fe 0.02 . vgosa 0.02 . wind_speed 0.173 .
wind_speed 0.02 . wind_speed 0.02 . ugos 0.092 .
vgosa 0.01 . Fe 0.01 . Fe 0.031 .
ugosa 0.01 . AOU_WOA_clim . . sla 0.02 .
surface_downward_northward_stress 0.01 . density_WOA_clim . . surface_downward_northward_stress 0.02 .
AOU_WOA_clim . . o2sat_WOA_clim . . vgosa 0.01 .
density_WOA_clim . . oxygen_WOA_clim . . ugosa 0.01 .
o2sat_WOA_clim . . salinity_WOA_clim . . AOU_WOA_clim . .
oxygen_WOA_clim . . conductivity_WOA_clim . . density_WOA_clim . .
salinity_WOA_clim . . nitrate_WOA_clim . . o2sat_WOA_clim . .
conductivity_WOA_clim . . phosphate_WOA_clim . . oxygen_WOA_clim . .
nitrate_WOA_clim . . silicate_WOA_clim . . salinity_WOA_clim . .
phosphate_WOA_clim . . sss_cruise . . conductivity_WOA_clim . .
silicate_WOA_clim . . sst_cruise . . nitrate_WOA_clim . .
sss_cruise . . Si . . phosphate_WOA_clim . .
sst_cruise . . NO3 . . silicate_WOA_clim . .
Si . . CHL . . sss_cruise . .
NO3 . . PHYC . . sst_cruise . .
CHL . . PO4 . . Si . .
PHYC . . O2 . . NO3 . .
PO4 . . sst . . CHL . .
O2 . . PP . . PHYC . .
sst . . sla . . PO4 . .
PP . . ugosa . . O2 . .
sla . . ugos . . sst . .
ugos . . eastward_wind . . PP . .
eastward_wind . . surface_downward_eastward_stress . . eastward_wind . .
surface_downward_eastward_stress . . surface_downward_northward_stress . . surface_downward_eastward_stress . .
northward_wind . . northward_wind . . northward_wind . .
sss . . sss . . sss . .

KM1802 pro1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 1 0.112 par 0.929 -0.062 par_12 0.98 0.027
par_6 0.99 0.127 wind_stress 0.929 0.029 par_3 0.949 0.03
par_9 0.99 0.09 vgos 0.786 -0.028 par 0.704 -0.009
par 0.908 0.06 par_9 0.541 0.01 par_6 0.684 0.011
par_12 0.827 0.043 par_3 0.286 . par_9 0.663 0.006
vgos 0.776 0.035 par_6 0.204 . wind_speed 0.622 -0.029
wind_stress 0.347 . vgosa 0.194 . vgos 0.612 -0.007
vgosa 0.296 . par_12 0.143 . wind_stress 0.459 .
ugosa 0.265 . wind_speed 0.102 . ugos 0.388 -0.005
Fe 0.133 . ugos 0.071 . surface_downward_northward_stress 0.316 .
surface_downward_northward_stress 0.112 . Fe 0.041 . sla 0.306 .
wind_speed 0.102 . surface_downward_northward_stress 0.041 . Fe 0.153 .
ugos 0.071 . o2sat_WOA_clim 0.031 . ugosa 0.122 .
o2sat_WOA_clim 0.02 . ugosa 0.031 . vgosa 0.092 .
sla 0.02 . sla 0.01 . sst_cruise 0.082 .
density_WOA_clim 0.01 . AOU_WOA_clim . . sss 0.061 .
sss_cruise 0.01 . density_WOA_clim . . o2sat_WOA_clim 0.041 .
sst_cruise 0.01 . oxygen_WOA_clim . . eastward_wind 0.041 .
eastward_wind 0.01 . salinity_WOA_clim . . sss_cruise 0.031 .
AOU_WOA_clim . . conductivity_WOA_clim . . density_WOA_clim 0.01 .
oxygen_WOA_clim . . nitrate_WOA_clim . . phosphate_WOA_clim 0.01 .
salinity_WOA_clim . . phosphate_WOA_clim . . surface_downward_eastward_stress 0.01 .
conductivity_WOA_clim . . silicate_WOA_clim . . AOU_WOA_clim . .
nitrate_WOA_clim . . sss_cruise . . oxygen_WOA_clim . .
phosphate_WOA_clim . . sst_cruise . . salinity_WOA_clim . .
silicate_WOA_clim . . Si . . conductivity_WOA_clim . .
Si . . NO3 . . nitrate_WOA_clim . .
NO3 . . CHL . . silicate_WOA_clim . .
CHL . . PHYC . . Si . .
PHYC . . PO4 . . NO3 . .
PO4 . . O2 . . CHL . .
O2 . . sst . . PHYC . .
sst . . PP . . PO4 . .
PP . . eastward_wind . . O2 . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . sst . .
northward_wind . . northward_wind . . PP . .
sss . . sss . . northward_wind . .

KM1802 small

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 0.357 . vgos 0.347 . wind_stress 0.643 -0.017
par_6 0.357 . wind_stress 0.347 . par_12 0.561 .
vgos 0.337 . par 0.184 . par_3 0.49 .
par_9 0.306 . par_9 0.133 . vgos 0.459 0.015
wind_stress 0.194 . par_3 0.092 . par_6 0.337 .
par 0.173 . par_6 0.082 . par_9 0.327 .
par_12 0.153 . par_12 0.041 . par 0.245 .
ugosa 0.082 . wind_speed 0.041 . wind_speed 0.235 .
vgosa 0.051 . vgosa 0.031 . ugos 0.112 .
Fe 0.02 . AOU_WOA_clim . . surface_downward_northward_stress 0.092 .
wind_speed 0.01 . density_WOA_clim . . Fe 0.071 .
surface_downward_northward_stress 0.01 . o2sat_WOA_clim . . sla 0.051 .
AOU_WOA_clim . . oxygen_WOA_clim . . vgosa 0.031 .
density_WOA_clim . . salinity_WOA_clim . . ugosa 0.031 .
o2sat_WOA_clim . . conductivity_WOA_clim . . eastward_wind 0.02 .
oxygen_WOA_clim . . nitrate_WOA_clim . . o2sat_WOA_clim 0.01 .
salinity_WOA_clim . . phosphate_WOA_clim . . sst_cruise 0.01 .
conductivity_WOA_clim . . silicate_WOA_clim . . AOU_WOA_clim . .
nitrate_WOA_clim . . sss_cruise . . density_WOA_clim . .
phosphate_WOA_clim . . sst_cruise . . oxygen_WOA_clim . .
silicate_WOA_clim . . Si . . salinity_WOA_clim . .
sss_cruise . . NO3 . . conductivity_WOA_clim . .
sst_cruise . . CHL . . nitrate_WOA_clim . .
Si . . PHYC . . phosphate_WOA_clim . .
NO3 . . PO4 . . silicate_WOA_clim . .
CHL . . O2 . . sss_cruise . .
PHYC . . sst . . Si . .
PO4 . . Fe . . NO3 . .
O2 . . PP . . CHL . .
sst . . sla . . PHYC . .
PP . . ugosa . . PO4 . .
sla . . ugos . . O2 . .
ugos . . eastward_wind . . sst . .
eastward_wind . . surface_downward_eastward_stress . . PP . .
surface_downward_eastward_stress . . surface_downward_northward_stress . . surface_downward_eastward_stress . .
northward_wind . . northward_wind . . northward_wind . .
sss . . sss . . sss . .

KOK1803 pico2_1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 0.608 . par 0.969 -0.137 par 0.969 0.082
par 0.495 . par_3 0.928 -0.127 par_6 0.639 -0.05
par_6 0.474 . par_9 0.639 -0.059 par_9 0.577 -0.044
par_12 0.433 . par_12 0.567 -0.04 surface_downward_northward_stress 0.34 0.018
par_9 0.392 0.022 vgosa 0.505 -0.07 vgosa 0.289 0.049
surface_downward_northward_stress 0.247 0.003 surface_downward_northward_stress 0.33 -0.018 par_12 0.258 -0.003
ugos 0.237 0.04 par_6 0.247 . par_3 0.206 .
vgosa 0.216 . sss 0.082 . sss 0.082 .
ugosa 0.206 0.057 wind_speed 0.072 . wind_stress 0.052 .
Fe 0.103 . Fe 0.052 . ugos 0.041 .
wind_stress 0.052 . ugos 0.031 . density_WOA_clim 0.021 .
density_WOA_clim 0.021 . wind_stress 0.031 . Fe 0.021 .
wind_speed 0.021 . ugosa 0.021 . wind_speed 0.01 .
sss_cruise 0.01 . density_WOA_clim 0.01 . AOU_WOA_clim . .
sst_cruise 0.01 . sst_cruise 0.01 . o2sat_WOA_clim . .
northward_wind 0.01 . AOU_WOA_clim . . oxygen_WOA_clim . .
AOU_WOA_clim . . o2sat_WOA_clim . . salinity_WOA_clim . .
o2sat_WOA_clim . . oxygen_WOA_clim . . conductivity_WOA_clim . .
oxygen_WOA_clim . . salinity_WOA_clim . . nitrate_WOA_clim . .
salinity_WOA_clim . . conductivity_WOA_clim . . phosphate_WOA_clim . .
conductivity_WOA_clim . . nitrate_WOA_clim . . silicate_WOA_clim . .
nitrate_WOA_clim . . phosphate_WOA_clim . . sss_cruise . .
phosphate_WOA_clim . . silicate_WOA_clim . . sst_cruise . .
silicate_WOA_clim . . sss_cruise . . Si . .
Si . . Si . . NO3 . .
NO3 . . NO3 . . CHL . .
CHL . . CHL . . PHYC . .
PHYC . . PHYC . . PO4 . .
PO4 . . PO4 . . O2 . .
O2 . . O2 . . sst . .
sst . . sst . . PP . .
PP . . PP . . vgos . .
vgos . . vgos . . sla . .
sla . . sla . . ugosa . .
eastward_wind . . eastward_wind . . eastward_wind . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
sss . . northward_wind . . northward_wind . .

KOK1803 rest1_1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_12 0.536 -0.053 par 0.155 -0.015 par 0.082 .
par_3 0.299 . par_12 0.103 . par_3 0.041 .
par_9 0.268 -0.012 par_3 0.072 . par_6 0.041 .
par 0.155 . wind_speed 0.052 . par_12 0.031 .
par_6 0.144 . par_6 0.041 . par_9 0.021 .
surface_downward_northward_stress 0.113 . par_9 0.031 . wind_speed 0.021 .
Fe 0.072 . surface_downward_northward_stress 0.021 . surface_downward_northward_stress 0.021 .
ugosa 0.062 . Fe 0.01 . wind_stress 0.01 .
vgosa 0.052 . vgosa 0.01 . AOU_WOA_clim . .
ugos 0.031 . ugos 0.01 . density_WOA_clim . .
wind_stress 0.01 . AOU_WOA_clim . . o2sat_WOA_clim . .
AOU_WOA_clim . . density_WOA_clim . . oxygen_WOA_clim . .
density_WOA_clim . . o2sat_WOA_clim . . salinity_WOA_clim . .
o2sat_WOA_clim . . oxygen_WOA_clim . . conductivity_WOA_clim . .
oxygen_WOA_clim . . salinity_WOA_clim . . nitrate_WOA_clim . .
salinity_WOA_clim . . conductivity_WOA_clim . . phosphate_WOA_clim . .
conductivity_WOA_clim . . nitrate_WOA_clim . . silicate_WOA_clim . .
nitrate_WOA_clim . . phosphate_WOA_clim . . sss_cruise . .
phosphate_WOA_clim . . silicate_WOA_clim . . sst_cruise . .
silicate_WOA_clim . . sss_cruise . . Si . .
sss_cruise . . sst_cruise . . NO3 . .
sst_cruise . . Si . . CHL . .
Si . . NO3 . . PHYC . .
NO3 . . CHL . . PO4 . .
CHL . . PHYC . . O2 . .
PHYC . . PO4 . . sst . .
PO4 . . O2 . . Fe . .
O2 . . sst . . PP . .
sst . . PP . . vgosa . .
PP . . vgos . . vgos . .
vgos . . sla . . sla . .
sla . . ugosa . . ugosa . .
eastward_wind . . wind_stress . . ugos . .
surface_downward_eastward_stress . . eastward_wind . . eastward_wind . .
wind_speed . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
northward_wind . . northward_wind . . northward_wind . .
sss . . sss . . sss . .

KOK1803 pico1_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 0.299 0.008 par 0.526 -0.071 par 0.443 0.006
par_6 0.268 . par_3 0.454 -0.095 par_9 0.237 .
par_9 0.165 . par_6 0.175 . par_6 0.165 .
par 0.072 . par_9 0.052 . par_3 0.103 .
par_12 0.021 . par_12 0.052 . par_12 0.082 .
Fe 0.021 . ugosa 0.031 . surface_downward_northward_stress 0.031 .
vgosa 0.01 . Fe 0.021 . wind_speed 0.01 .
wind_stress 0.01 . vgosa 0.01 . AOU_WOA_clim . .
AOU_WOA_clim . . ugos 0.01 . density_WOA_clim . .
density_WOA_clim . . surface_downward_northward_stress 0.01 . o2sat_WOA_clim . .
o2sat_WOA_clim . . AOU_WOA_clim . . oxygen_WOA_clim . .
oxygen_WOA_clim . . density_WOA_clim . . salinity_WOA_clim . .
salinity_WOA_clim . . o2sat_WOA_clim . . conductivity_WOA_clim . .
conductivity_WOA_clim . . oxygen_WOA_clim . . nitrate_WOA_clim . .
nitrate_WOA_clim . . salinity_WOA_clim . . phosphate_WOA_clim . .
phosphate_WOA_clim . . conductivity_WOA_clim . . silicate_WOA_clim . .
silicate_WOA_clim . . nitrate_WOA_clim . . sss_cruise . .
sss_cruise . . phosphate_WOA_clim . . sst_cruise . .
sst_cruise . . silicate_WOA_clim . . Si . .
Si . . sss_cruise . . NO3 . .
NO3 . . sst_cruise . . CHL . .
CHL . . Si . . PHYC . .
PHYC . . NO3 . . PO4 . .
PO4 . . CHL . . O2 . .
O2 . . PHYC . . sst . .
sst . . PO4 . . Fe . .
PP . . O2 . . PP . .
vgos . . sst . . vgosa . .
sla . . PP . . vgos . .
ugosa . . vgos . . sla . .
ugos . . sla . . ugosa . .
eastward_wind . . wind_stress . . ugos . .
surface_downward_eastward_stress . . eastward_wind . . wind_stress . .
wind_speed . . surface_downward_eastward_stress . . eastward_wind . .
surface_downward_northward_stress . . wind_speed . . surface_downward_eastward_stress . .
northward_wind . . northward_wind . . northward_wind . .
sss . . sss . . sss . .

KOK1803 bead

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_12 0.299 . par_3 0.268 . par 0.237 .
par_3 0.268 . par 0.237 . par_6 0.134 .
par_9 0.237 . par_9 0.155 . surface_downward_northward_stress 0.062 .
par_6 0.216 . par_6 0.103 . par_9 0.052 .
par 0.134 . par_12 0.093 . par_12 0.052 .
surface_downward_northward_stress 0.072 . vgosa 0.062 . par_3 0.041 .
Fe 0.062 . surface_downward_northward_stress 0.052 . vgosa 0.021 .
vgosa 0.052 . sss 0.01 . sss 0.021 .
ugosa 0.021 . AOU_WOA_clim . . density_WOA_clim 0.01 .
ugos 0.021 . density_WOA_clim . . AOU_WOA_clim . .
wind_stress 0.021 . o2sat_WOA_clim . . o2sat_WOA_clim . .
wind_speed 0.021 . oxygen_WOA_clim . . oxygen_WOA_clim . .
AOU_WOA_clim . . salinity_WOA_clim . . salinity_WOA_clim . .
density_WOA_clim . . conductivity_WOA_clim . . conductivity_WOA_clim . .
o2sat_WOA_clim . . nitrate_WOA_clim . . nitrate_WOA_clim . .
oxygen_WOA_clim . . phosphate_WOA_clim . . phosphate_WOA_clim . .
salinity_WOA_clim . . silicate_WOA_clim . . silicate_WOA_clim . .
conductivity_WOA_clim . . sss_cruise . . sss_cruise . .
nitrate_WOA_clim . . sst_cruise . . sst_cruise . .
phosphate_WOA_clim . . Si . . Si . .
silicate_WOA_clim . . NO3 . . NO3 . .
sss_cruise . . CHL . . CHL . .
sst_cruise . . PHYC . . PHYC . .
Si . . PO4 . . PO4 . .
NO3 . . O2 . . O2 . .
CHL . . sst . . sst . .
PHYC . . Fe . . Fe . .
PO4 . . PP . . PP . .
O2 . . vgos . . vgos . .
sst . . sla . . sla . .
PP . . ugosa . . ugosa . .
vgos . . ugos . . ugos . .
sla . . wind_stress . . wind_stress . .
eastward_wind . . eastward_wind . . eastward_wind . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
northward_wind . . wind_speed . . wind_speed . .
sss . . northward_wind . . northward_wind . .

KOK1803 syn

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 0.588 0.085 par 0.495 -0.086 par_9 0.278 .
par_6 0.526 0.08 par_3 0.247 -0.002 par 0.144 .
par_9 0.206 0.007 par_6 0.113 . par_6 0.144 .
par 0.124 . par_9 0.072 . par_3 0.113 .
par_12 0.062 . vgosa 0.072 . par_12 0.093 .
wind_stress 0.021 . par_12 0.062 . vgosa 0.031 .
surface_downward_northward_stress 0.021 . surface_downward_northward_stress 0.062 . surface_downward_northward_stress 0.031 .
Fe 0.01 . sss 0.021 . ugos 0.021 .
ugosa 0.01 . Fe 0.01 . Fe 0.01 .
AOU_WOA_clim . . ugosa 0.01 . ugosa 0.01 .
density_WOA_clim . . ugos 0.01 . AOU_WOA_clim . .
o2sat_WOA_clim . . AOU_WOA_clim . . density_WOA_clim . .
oxygen_WOA_clim . . density_WOA_clim . . o2sat_WOA_clim . .
salinity_WOA_clim . . o2sat_WOA_clim . . oxygen_WOA_clim . .
conductivity_WOA_clim . . oxygen_WOA_clim . . salinity_WOA_clim . .
nitrate_WOA_clim . . salinity_WOA_clim . . conductivity_WOA_clim . .
phosphate_WOA_clim . . conductivity_WOA_clim . . nitrate_WOA_clim . .
silicate_WOA_clim . . nitrate_WOA_clim . . phosphate_WOA_clim . .
sss_cruise . . phosphate_WOA_clim . . silicate_WOA_clim . .
sst_cruise . . silicate_WOA_clim . . sss_cruise . .
Si . . sss_cruise . . sst_cruise . .
NO3 . . sst_cruise . . Si . .
CHL . . Si . . NO3 . .
PHYC . . NO3 . . CHL . .
PO4 . . CHL . . PHYC . .
O2 . . PHYC . . PO4 . .
sst . . PO4 . . O2 . .
PP . . O2 . . sst . .
vgosa . . sst . . PP . .
vgos . . PP . . vgos . .
sla . . vgos . . sla . .
ugos . . sla . . wind_stress . .
eastward_wind . . wind_stress . . eastward_wind . .
surface_downward_eastward_stress . . eastward_wind . . surface_downward_eastward_stress . .
wind_speed . . surface_downward_eastward_stress . . wind_speed . .
northward_wind . . wind_speed . . northward_wind . .
sss . . northward_wind . . sss . .

KOK1803 bg1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_12 0.082 . par_3 0.082 . par 0.082 .
par 0.052 . par 0.031 . par_9 0.021 .
par_6 0.052 . par_9 0.021 . par_12 0.021 .
par_9 0.052 . par_6 0.01 . surface_downward_northward_stress 0.021 .
par_3 0.031 . vgosa 0.01 . AOU_WOA_clim . .
Fe 0.01 . AOU_WOA_clim . . density_WOA_clim . .
surface_downward_northward_stress 0.01 . density_WOA_clim . . o2sat_WOA_clim . .
AOU_WOA_clim . . o2sat_WOA_clim . . oxygen_WOA_clim . .
density_WOA_clim . . oxygen_WOA_clim . . salinity_WOA_clim . .
o2sat_WOA_clim . . salinity_WOA_clim . . conductivity_WOA_clim . .
oxygen_WOA_clim . . conductivity_WOA_clim . . nitrate_WOA_clim . .
salinity_WOA_clim . . nitrate_WOA_clim . . phosphate_WOA_clim . .
conductivity_WOA_clim . . phosphate_WOA_clim . . silicate_WOA_clim . .
nitrate_WOA_clim . . silicate_WOA_clim . . sss_cruise . .
phosphate_WOA_clim . . sss_cruise . . sst_cruise . .
silicate_WOA_clim . . sst_cruise . . par_3 . .
sss_cruise . . par_12 . . par_6 . .
sst_cruise . . Si . . Si . .
Si . . NO3 . . NO3 . .
NO3 . . CHL . . CHL . .
CHL . . PHYC . . PHYC . .
PHYC . . PO4 . . PO4 . .
PO4 . . O2 . . O2 . .
O2 . . sst . . sst . .
sst . . Fe . . Fe . .
PP . . PP . . PP . .
vgosa . . vgos . . vgosa . .
vgos . . sla . . vgos . .
sla . . ugosa . . sla . .
ugosa . . ugos . . ugosa . .
ugos . . wind_stress . . ugos . .
wind_stress . . eastward_wind . . wind_stress . .
eastward_wind . . surface_downward_eastward_stress . . eastward_wind . .
surface_downward_eastward_stress . . wind_speed . . surface_downward_eastward_stress . .
wind_speed . . surface_downward_northward_stress . . wind_speed . .
northward_wind . . northward_wind . . northward_wind . .
sss . . sss . . sss . .

KOK1803 small

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 0.464 0.1 par_9 0.155 . surface_downward_northward_stress 0.392 -0.012
par_3 0.443 0.032 par 0.144 . par 0.175 .
par_9 0.175 . par_6 0.144 . par_3 0.124 .
par 0.103 . par_3 0.082 . wind_stress 0.082 .
par_12 0.052 . par_12 0.041 . vgosa 0.072 .
surface_downward_northward_stress 0.021 . vgosa 0.021 . par_6 0.062 .
Fe 0.01 . surface_downward_northward_stress 0.021 . par_9 0.052 .
wind_speed 0.01 . wind_stress 0.01 . Fe 0.052 .
AOU_WOA_clim . . AOU_WOA_clim . . par_12 0.021 .
density_WOA_clim . . density_WOA_clim . . AOU_WOA_clim . .
o2sat_WOA_clim . . o2sat_WOA_clim . . density_WOA_clim . .
oxygen_WOA_clim . . oxygen_WOA_clim . . o2sat_WOA_clim . .
salinity_WOA_clim . . salinity_WOA_clim . . oxygen_WOA_clim . .
conductivity_WOA_clim . . conductivity_WOA_clim . . salinity_WOA_clim . .
nitrate_WOA_clim . . nitrate_WOA_clim . . conductivity_WOA_clim . .
phosphate_WOA_clim . . phosphate_WOA_clim . . nitrate_WOA_clim . .
silicate_WOA_clim . . silicate_WOA_clim . . phosphate_WOA_clim . .
sss_cruise . . sss_cruise . . silicate_WOA_clim . .
sst_cruise . . sst_cruise . . sss_cruise . .
Si . . Si . . sst_cruise . .
NO3 . . NO3 . . Si . .
CHL . . CHL . . NO3 . .
PHYC . . PHYC . . CHL . .
PO4 . . PO4 . . PHYC . .
O2 . . O2 . . PO4 . .
sst . . sst . . O2 . .
PP . . Fe . . sst . .
vgosa . . PP . . PP . .
vgos . . vgos . . vgos . .
sla . . sla . . sla . .
ugosa . . ugosa . . ugosa . .
ugos . . ugos . . ugos . .
wind_stress . . eastward_wind . . eastward_wind . .
eastward_wind . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
surface_downward_eastward_stress . . wind_speed . . wind_speed . .
northward_wind . . northward_wind . . northward_wind . .
sss . . sss . . sss . .

KOK1803 pro2

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 0.99 0.115 par 0.959 -0.131 surface_downward_northward_stress 0.897 -0.013
par 0.938 0.08 par_3 0.959 -0.064 Fe 0.443 .
par_9 0.907 0.115 vgosa 0.598 -0.059 par_6 0.34 .
par_3 0.887 0.097 par_9 0.392 . wind_stress 0.289 .
vgosa 0.588 -0.074 par_12 0.392 . vgosa 0.278 .
par_12 0.526 . surface_downward_northward_stress 0.309 . par_9 0.237 .
surface_downward_northward_stress 0.526 -0.005 par_6 0.227 . par 0.124 .
Fe 0.247 -0.034 Fe 0.206 . par_3 0.103 .
ugos 0.247 0.015 wind_speed 0.134 . par_12 0.072 .
wind_speed 0.216 . ugos 0.052 . ugosa 0.031 .
ugosa 0.165 . density_WOA_clim 0.01 . ugos 0.021 .
sss 0.093 . sss_cruise 0.01 . wind_speed 0.021 .
sss_cruise 0.062 . sst_cruise 0.01 . sss 0.01 .
sst_cruise 0.052 . ugosa 0.01 . AOU_WOA_clim . .
wind_stress 0.031 . wind_stress 0.01 . density_WOA_clim . .
density_WOA_clim 0.021 . sss 0.01 . o2sat_WOA_clim . .
northward_wind 0.021 . AOU_WOA_clim . . oxygen_WOA_clim . .
eastward_wind 0.01 . o2sat_WOA_clim . . salinity_WOA_clim . .
AOU_WOA_clim . . oxygen_WOA_clim . . conductivity_WOA_clim . .
o2sat_WOA_clim . . salinity_WOA_clim . . nitrate_WOA_clim . .
oxygen_WOA_clim . . conductivity_WOA_clim . . phosphate_WOA_clim . .
salinity_WOA_clim . . nitrate_WOA_clim . . silicate_WOA_clim . .
conductivity_WOA_clim . . phosphate_WOA_clim . . sss_cruise . .
nitrate_WOA_clim . . silicate_WOA_clim . . sst_cruise . .
phosphate_WOA_clim . . Si . . Si . .
silicate_WOA_clim . . NO3 . . NO3 . .
Si . . CHL . . CHL . .
NO3 . . PHYC . . PHYC . .
CHL . . PO4 . . PO4 . .
PHYC . . O2 . . O2 . .
PO4 . . sst . . sst . .
O2 . . PP . . PP . .
sst . . vgos . . vgos . .
PP . . sla . . sla . .
vgos . . eastward_wind . . eastward_wind . .
sla . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
surface_downward_eastward_stress . . northward_wind . . northward_wind . .

KOK1803 rest2_

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_3 0.062 . par_3 0.144 . par 0.237 0.004
par_6 0.041 . par 0.072 . par_3 0.165 0.001
par_12 0.021 . par_9 0.062 . wind_stress 0.093 .
surface_downward_northward_stress 0.021 . par_6 0.031 . surface_downward_northward_stress 0.072 .
AOU_WOA_clim . . par_12 0.021 . vgosa 0.052 .
density_WOA_clim . . vgosa 0.01 . par_6 0.041 .
o2sat_WOA_clim . . sss 0.01 . par_9 0.041 .
oxygen_WOA_clim . . AOU_WOA_clim . . par_12 0.021 .
salinity_WOA_clim . . density_WOA_clim . . AOU_WOA_clim . .
conductivity_WOA_clim . . o2sat_WOA_clim . . density_WOA_clim . .
nitrate_WOA_clim . . oxygen_WOA_clim . . o2sat_WOA_clim . .
phosphate_WOA_clim . . salinity_WOA_clim . . oxygen_WOA_clim . .
silicate_WOA_clim . . conductivity_WOA_clim . . salinity_WOA_clim . .
sss_cruise . . nitrate_WOA_clim . . conductivity_WOA_clim . .
sst_cruise . . phosphate_WOA_clim . . nitrate_WOA_clim . .
par . . silicate_WOA_clim . . phosphate_WOA_clim . .
par_9 . . sss_cruise . . silicate_WOA_clim . .
Si . . sst_cruise . . sss_cruise . .
NO3 . . Si . . sst_cruise . .
CHL . . NO3 . . Si . .
PHYC . . CHL . . NO3 . .
PO4 . . PHYC . . CHL . .
O2 . . PO4 . . PHYC . .
sst . . O2 . . PO4 . .
Fe . . sst . . O2 . .
PP . . Fe . . sst . .
vgosa . . PP . . Fe . .
vgos . . vgos . . PP . .
sla . . sla . . vgos . .
ugosa . . ugosa . . sla . .
ugos . . ugos . . ugosa . .
wind_stress . . wind_stress . . ugos . .
eastward_wind . . eastward_wind . . eastward_wind . .
surface_downward_eastward_stress . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
wind_speed . . wind_speed . . wind_speed . .
northward_wind . . surface_downward_northward_stress . . northward_wind . .
sss . . northward_wind . . sss . .

KOK1803 pro1

beta coefficients
variable diam_stab diam_est variable chl_stab chl_est variable pe_stab pe_est
par_6 0.33 0.177 par_3 0.289 -0.108 par 0.186 .
par_3 0.32 0.018 par 0.278 -0.126 surface_downward_northward_stress 0.155 -0.018
par_9 0.175 0.052 par_9 0.113 . par_3 0.103 .
par 0.165 0.111 par_12 0.052 . par_9 0.062 .
par_12 0.113 -0.004 vgosa 0.052 -0.146 par_6 0.052 .
Fe 0.052 . Fe 0.041 . wind_stress 0.052 .
vgosa 0.041 -0.152 par_6 0.031 . Fe 0.041 .
surface_downward_northward_stress 0.041 . wind_speed 0.031 . vgosa 0.031 .
ugos 0.031 . surface_downward_northward_stress 0.021 . ugos 0.01 .
wind_speed 0.021 . sss 0.01 . wind_speed 0.01 .
sst_cruise 0.01 . AOU_WOA_clim . . sss 0.01 .
ugosa 0.01 . density_WOA_clim . . AOU_WOA_clim . .
wind_stress 0.01 . o2sat_WOA_clim . . density_WOA_clim . .
AOU_WOA_clim . . oxygen_WOA_clim . . o2sat_WOA_clim . .
density_WOA_clim . . salinity_WOA_clim . . oxygen_WOA_clim . .
o2sat_WOA_clim . . conductivity_WOA_clim . . salinity_WOA_clim . .
oxygen_WOA_clim . . nitrate_WOA_clim . . conductivity_WOA_clim . .
salinity_WOA_clim . . phosphate_WOA_clim . . nitrate_WOA_clim . .
conductivity_WOA_clim . . silicate_WOA_clim . . phosphate_WOA_clim . .
nitrate_WOA_clim . . sss_cruise . . silicate_WOA_clim . .
phosphate_WOA_clim . . sst_cruise . . sss_cruise . .
silicate_WOA_clim . . Si . . sst_cruise . .
sss_cruise . . NO3 . . par_12 . .
Si . . CHL . . Si . .
NO3 . . PHYC . . NO3 . .
CHL . . PO4 . . CHL . .
PHYC . . O2 . . PHYC . .
PO4 . . sst . . PO4 . .
O2 . . PP . . O2 . .
sst . . vgos . . sst . .
PP . . sla . . PP . .
vgos . . ugosa . . vgos . .
sla . . ugos . . sla . .
eastward_wind . . wind_stress . . ugosa . .
surface_downward_eastward_stress . . eastward_wind . . eastward_wind . .
northward_wind . . surface_downward_eastward_stress . . surface_downward_eastward_stress . .
sss . . northward_wind . . northward_wind . .

Alpha coefficients and stability

numclust = 10
for(cruise_id in all_cruise_id){

  ## Read in the summary over all subsampled models.
  filename = paste0(cruise_id, "-grand-summary.RDS")
  summarydir = file.path(outputdir, cruise_id, "summaries")
  if(!file.exists(file.path(summarydir, filename))) next
  obj = readRDS(file = file.path(summarydir, filename))

  ## Cluster labels
  one_mapmat_long = mapmat_long %>% filter(cruise_id == !!(cruise_id)) %>% arrange(value) %>% na.omit()
  stopifnot((one_mapmat_long %>% pull(value)) == (1:10))
  cluster_labels = one_mapmat_long %>% pull(name)

  for(iclust in 1:numclust){
    ## cat("###", cruise_id, paste0("clust-", iclust))
    cat("###", cruise_id, cluster_labels[iclust])
    
    ## Obtain and combine coefficient estimates and stability estimates
    pipeline = function(a, varname){
      a %>% as.data.frame() %>%  magrittr::set_colnames(varname) %>% 
        tibble::rownames_to_column(var="variable")  %>% as_tibble()
    }
    stab = obj$alpha_freq[,iclust] %>% pipeline("stab")
    coef = obj$orig$alpha[iclust,] %>% pipeline("est")
    combined = full_join(stab, coef) %>% arrange(-stab)
    
    ## Sparsify
    combined = combined %>% mutate(stab = print_sparsify(stab),
                                   est = print_sparsify(est)) %>%
      filter(variable != "intp") 
    
    ## Kable-ify
    combined %>% kable(caption="alpha coefficients") %>% print()
    cat(fill = TRUE)
  } 
}

KM1508 bead

alpha coefficients
variable stab est
par 0.75 0.081
par_6 0.69 -0.066
sst 0.55 -1.41
surface_downward_eastward_stress 0.34 0.044
ugosa 0.27 -0.017
sss 0.27 .
oxygen_WOA_clim 0.26 .
par_9 0.23 .
par_12 0.16 .
par_3 0.12 .
phosphate_WOA_clim 0.11 .
Si 0.11 .
sss_cruise 0.1 .
vgosa 0.1 0.06
sst_cruise 0.07 .
Fe 0.07 .
vgos 0.06 .
northward_wind 0.06 .
PO4 0.04 .
density_WOA_clim 0.02 .
salinity_WOA_clim 0.02 .
silicate_WOA_clim 0.02 .
O2 0.02 .
eastward_wind 0.02 -0.11
surface_downward_northward_stress 0.02 .
nitrate_WOA_clim 0.01 .
PHYC 0.01 .
sla 0.01 .
ugos 0.01 .
AOU_WOA_clim . .
o2sat_WOA_clim . .
conductivity_WOA_clim . .
NO3 . .
CHL . .
PP . .
wind_stress . .
wind_speed . .

KM1508 pico2_1

alpha coefficients
variable stab est
sss_cruise 0.92 1.137
par 0.92 0.157
par_3 0.92 0.178
par_6 0.91 0.146
par_9 0.9 0.149
northward_wind 0.81 -0.344
sss 0.69 0.609
sst 0.68 .
Fe 0.67 0.06
par_12 0.51 0.026
phosphate_WOA_clim 0.47 .
ugosa 0.45 .
surface_downward_eastward_stress 0.43 .
O2 0.4 4.44
sst_cruise 0.38 0.85
eastward_wind 0.32 0.042
ugos 0.3 -0.042
Si 0.28 .
PO4 0.24 -1.182
vgosa 0.22 0
vgos 0.17 0
silicate_WOA_clim 0.16 .
CHL 0.15 -12.679
oxygen_WOA_clim 0.1 -0.8
density_WOA_clim 0.04 .
salinity_WOA_clim 0.04 .
AOU_WOA_clim 0.03 .
PHYC 0.03 17.307
sla 0.03 .
surface_downward_northward_stress 0.03 .
nitrate_WOA_clim 0.02 .
wind_speed 0.02 .
o2sat_WOA_clim 0.01 .
conductivity_WOA_clim 0.01 .
PP 0.01 .
wind_stress 0.01 .
NO3 . .

KM1508 bg1

alpha coefficients
variable stab est
par 0.53 -0.241
sss_cruise 0.46 -0.733
par_9 0.4 -0.01
Fe 0.4 .
surface_downward_eastward_stress 0.37 0.169
par_3 0.36 -0.12
northward_wind 0.35 -0.209
par_6 0.32 .
Si 0.31 .
par_12 0.29 -0.016
ugosa 0.24 -0.082
sss 0.22 0.017
phosphate_WOA_clim 0.21 .
sst_cruise 0.18 .
eastward_wind 0.18 .
oxygen_WOA_clim 0.17 .
sst 0.14 .
ugos 0.1 .
PP 0.09 .
vgosa 0.08 .
vgos 0.08 -0.011
O2 0.07 .
density_WOA_clim 0.06 .
nitrate_WOA_clim 0.06 -2.974
PO4 0.05 .
PHYC 0.04 .
salinity_WOA_clim 0.02 .
conductivity_WOA_clim 0.02 .
silicate_WOA_clim 0.02 .
CHL 0.02 .
sla 0.02 -0.189
AOU_WOA_clim 0.01 -0.279
o2sat_WOA_clim . .
NO3 . .
wind_stress . .
wind_speed . .
surface_downward_northward_stress . .

KM1508 rest1_1

alpha coefficients
variable stab est
surface_downward_eastward_stress 0.76 0.168
northward_wind 0.75 -0.348
sss_cruise 0.67 .
par 0.63 0.016
Si 0.57 -6.066
ugosa 0.51 .
par_9 0.47 0.07
Fe 0.45 0.053
par_3 0.4 .
par_12 0.39 -0.025
phosphate_WOA_clim 0.34 0.119
par_6 0.29 0.003
sst 0.28 -0.163
sss 0.2 .
PHYC 0.15 0.653
ugos 0.13 .
eastward_wind 0.13 .
sla 0.09 .
sst_cruise 0.07 .
silicate_WOA_clim 0.06 .
vgosa 0.05 .
vgos 0.04 .
AOU_WOA_clim 0.03 .
oxygen_WOA_clim 0.03 .
PO4 0.03 .
nitrate_WOA_clim 0.02 .
surface_downward_northward_stress 0.02 .
o2sat_WOA_clim 0.01 .
CHL 0.01 .
density_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
NO3 . .
O2 . .
PP . .
wind_stress . .
wind_speed . .

KM1508 bg2

alpha coefficients
variable stab est
sss_cruise 0.6 1.169
par_6 0.55 -0.045
par_3 0.34 -0.006
par_12 0.34 .
par 0.31 -0.016
Si 0.29 6.512
par_9 0.22 .
northward_wind 0.2 .
Fe 0.18 .
eastward_wind 0.17 .
sst_cruise 0.16 .
sla 0.16 .
ugos 0.15 .
PO4 0.14 0.719
vgos 0.14 .
phosphate_WOA_clim 0.13 .
sst 0.13 .
vgosa 0.13 .
surface_downward_eastward_stress 0.12 -0.661
ugosa 0.11 0.057
oxygen_WOA_clim 0.1 .
sss 0.1 .
wind_stress 0.08 0.026
O2 0.07 1.293
nitrate_WOA_clim 0.05 .
density_WOA_clim 0.04 .
PHYC 0.04 .
PP 0.04 .
salinity_WOA_clim 0.03 .
AOU_WOA_clim 0.01 .
silicate_WOA_clim 0.01 .
CHL 0.01 .
wind_speed 0.01 .
surface_downward_northward_stress 0.01 .
o2sat_WOA_clim . .
conductivity_WOA_clim . .
NO3 . .

KM1508 pico1_

alpha coefficients
variable stab est
par_9 0.83 -0.117
par_6 0.81 -0.144
par 0.8 -0.287
surface_downward_eastward_stress 0.63 -3.16
sss 0.63 -0.123
sst_cruise 0.59 -4.989
par_3 0.57 -0.022
ugosa 0.56 0.118
par_12 0.41 .
sss_cruise 0.39 -1.476
sst 0.34 3.325
eastward_wind 0.27 1.185
Fe 0.26 0.113
Si 0.25 .
phosphate_WOA_clim 0.22 -1.505
vgosa 0.21 .
PP 0.2 1.225
northward_wind 0.14 .
oxygen_WOA_clim 0.11 -1.426
ugos 0.09 .
density_WOA_clim 0.08 .
silicate_WOA_clim 0.08 .
PHYC 0.08 .
vgos 0.08 .
PO4 0.06 .
wind_stress 0.06 .
O2 0.05 .
salinity_WOA_clim 0.02 .
nitrate_WOA_clim 0.02 .
CHL 0.02 .
surface_downward_northward_stress 0.02 .
AOU_WOA_clim 0.01 .
conductivity_WOA_clim 0.01 .
o2sat_WOA_clim . .
NO3 . .
sla . .
wind_speed . .

KM1508 syn

alpha coefficients
variable stab est
sst 0.79 6.346
sss 0.71 -0.239
vgosa 0.55 -0.187
sss_cruise 0.52 -2.018
par_9 0.5 .
par 0.49 0.034
surface_downward_eastward_stress 0.44 -2.072
par_3 0.4 0.088
par_6 0.35 0.125
par_12 0.34 0.008
sst_cruise 0.33 -5.502
Fe 0.33 0.115
vgos 0.31 .
ugos 0.3 .
PP 0.22 3.255
density_WOA_clim 0.2 -0.017
phosphate_WOA_clim 0.2 -7.423
eastward_wind 0.2 0.764
Si 0.17 .
O2 0.15 .
ugosa 0.15 .
oxygen_WOA_clim 0.14 -1.392
silicate_WOA_clim 0.07 .
CHL 0.06 .
PHYC 0.04 .
northward_wind 0.04 .
salinity_WOA_clim 0.03 -0.543
PO4 0.03 .
sla 0.02 .
AOU_WOA_clim 0.01 .
o2sat_WOA_clim 0.01 .
conductivity_WOA_clim 0.01 .
wind_stress 0.01 .
nitrate_WOA_clim . .
NO3 . .
wind_speed . .
surface_downward_northward_stress . .

KM1508 rest2_

alpha coefficients
variable stab est
par_9 0.64 -0.011
par 0.47 -0.06
sss_cruise 0.44 0.451
par_3 0.43 0.011
par_12 0.42 -0.032
eastward_wind 0.38 -1.022
ugosa 0.33 0.103
par_6 0.32 .
northward_wind 0.28 0.111
Si 0.27 .
Fe 0.24 -0.08
sss 0.23 -0.031
sst_cruise 0.19 .
ugos 0.18 .
phosphate_WOA_clim 0.16 .
vgosa 0.14 0.006
surface_downward_eastward_stress 0.14 .
oxygen_WOA_clim 0.13 .
PO4 0.09 .
sst 0.09 .
silicate_WOA_clim 0.06 .
vgos 0.06 0.036
surface_downward_northward_stress 0.06 .
CHL 0.05 .
nitrate_WOA_clim 0.03 .
O2 0.03 -0.091
AOU_WOA_clim 0.02 .
wind_stress 0.02 .
density_WOA_clim 0.01 .
o2sat_WOA_clim 0.01 .
conductivity_WOA_clim 0.01 .
PHYC 0.01 .
PP 0.01 .
wind_speed 0.01 .
salinity_WOA_clim . .
NO3 . .
sla . .

KM1508 small

alpha coefficients
variable stab est
par_3 0.91 0.16
par 0.82 0.239
sss_cruise 0.77 1.463
Si 0.74 12.306
par_6 0.73 0.132
par_9 0.71 0.15
sss 0.62 0.508
eastward_wind 0.57 -2.094
northward_wind 0.52 0.037
Fe 0.46 .
sst_cruise 0.4 1.331
ugosa 0.34 0.107
par_12 0.3 0.024
phosphate_WOA_clim 0.29 5.726
surface_downward_eastward_stress 0.25 0.422
ugos 0.23 0
surface_downward_northward_stress 0.22 0.455
vgosa 0.16 -0.168
sst 0.15 .
silicate_WOA_clim 0.12 .
CHL 0.11 16.743
PO4 0.1 1.707
PP 0.09 -6.821
PHYC 0.08 .
vgos 0.07 .
O2 0.05 .
wind_stress 0.05 .
oxygen_WOA_clim 0.04 0.161
AOU_WOA_clim 0.02 .
density_WOA_clim 0.02 .
salinity_WOA_clim 0.02 .
sla 0.02 0.009
o2sat_WOA_clim 0.01 .
nitrate_WOA_clim 0.01 .
conductivity_WOA_clim . .
NO3 . .
wind_speed . .

KM1508 pro1

alpha coefficients
variable stab est
par_9 0.78 0.029
sst_cruise 0.75 1.375
Fe 0.72 -0.024
par 0.71 -0.173
northward_wind 0.67 0.196
sss_cruise 0.65 -0.458
PHYC 0.61 -53.311
par_3 0.5 -0.098
par_12 0.49 -0.045
sss 0.49 -0.527
phosphate_WOA_clim 0.43 -0.738
Si 0.43 -0.78
sst 0.39 0.276
ugosa 0.35 -0.029
PO4 0.34 .
eastward_wind 0.34 0.07
par_6 0.33 -0.071
surface_downward_eastward_stress 0.32 -1.3
ugos 0.31 .
vgosa 0.29 0.001
silicate_WOA_clim 0.22 .
oxygen_WOA_clim 0.17 1.48
nitrate_WOA_clim 0.14 .
vgos 0.14 .
AOU_WOA_clim 0.13 0.278
O2 0.12 .
density_WOA_clim 0.09 0.018
o2sat_WOA_clim 0.09 .
salinity_WOA_clim 0.08 0.079
PP 0.07 .
CHL 0.06 -3.081
surface_downward_northward_stress 0.06 .
conductivity_WOA_clim 0.04 .
sla 0.04 .
wind_stress 0.04 .
wind_speed 0.03 .
NO3 . .

KM1512 pico4_

alpha coefficients
variable stab est
par_3 0.05 .
sst_cruise 0.04 .
par_6 0.03 .
sla 0.03 .
sss_cruise 0.02 .
par 0.02 .
par_9 0.02 .
eastward_wind 0.02 .
northward_wind 0.02 .
AOU_WOA_clim 0.01 .
silicate_WOA_clim 0.01 .
Si 0.01 .
CHL 0.01 .
O2 0.01 .
sst 0.01 .
vgosa 0.01 .
vgos 0.01 .
wind_stress 0.01 .
surface_downward_eastward_stress 0.01 .
surface_downward_northward_stress 0.01 .
density_WOA_clim . .
o2sat_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
par_12 . .
NO3 . .
PHYC . .
PO4 . .
Fe . .
PP . .
ugosa . .
ugos . .
wind_speed . .
sss . .

KM1512 rest1_1

alpha coefficients
variable stab est
PO4 0.06 .
par_9 0.04 .
sss_cruise 0.03 .
par_6 0.03 .
sst 0.03 .
sst_cruise 0.02 .
Si 0.02 .
O2 0.02 .
AOU_WOA_clim 0.01 .
density_WOA_clim 0.01 .
o2sat_WOA_clim 0.01 .
oxygen_WOA_clim 0.01 .
conductivity_WOA_clim 0.01 .
nitrate_WOA_clim 0.01 .
par 0.01 .
par_12 0.01 .
CHL 0.01 .
PP 0.01 .
vgos 0.01 .
ugosa 0.01 .
eastward_wind 0.01 .
wind_speed 0.01 .
northward_wind 0.01 .
sss 0.01 .
salinity_WOA_clim . .
phosphate_WOA_clim . .
silicate_WOA_clim . .
par_3 . .
NO3 . .
PHYC . .
Fe . .
vgosa . .
sla . .
ugos . .
wind_stress . .
surface_downward_eastward_stress . .
surface_downward_northward_stress . .

KM1512 croco

alpha coefficients
variable stab est
sss_cruise 0.05 .
phosphate_WOA_clim 0.04 .
sst_cruise 0.04 .
AOU_WOA_clim 0.03 .
par 0.03 .
par_12 0.03 .
sss 0.03 .
o2sat_WOA_clim 0.02 .
par_9 0.02 .
Si 0.02 .
O2 0.02 .
sst 0.02 .
vgosa 0.02 .
sla 0.02 .
eastward_wind 0.02 .
density_WOA_clim 0.01 .
oxygen_WOA_clim 0.01 .
salinity_WOA_clim 0.01 .
conductivity_WOA_clim 0.01 .
par_3 0.01 .
par_6 0.01 .
PO4 0.01 .
PP 0.01 .
ugosa 0.01 .
northward_wind 0.01 .
nitrate_WOA_clim . .
silicate_WOA_clim . .
NO3 . .
CHL . .
PHYC . .
Fe . .
vgos . .
ugos . .
wind_stress . .
surface_downward_eastward_stress . .
wind_speed . .
surface_downward_northward_stress . .

KM1512 rest2_

alpha coefficients
variable stab est
par_6 0.04 .
par_12 0.03 .
vgos 0.03 .
sss_cruise 0.02 .
sst_cruise 0.02 .
par_3 0.02 .
par_9 0.02 .
Si 0.02 .
O2 0.02 .
sst 0.02 .
sla 0.02 .
wind_stress 0.02 .
surface_downward_northward_stress 0.02 .
AOU_WOA_clim 0.01 .
o2sat_WOA_clim 0.01 .
oxygen_WOA_clim 0.01 .
salinity_WOA_clim 0.01 .
conductivity_WOA_clim 0.01 .
nitrate_WOA_clim 0.01 .
phosphate_WOA_clim 0.01 .
par 0.01 .
PO4 0.01 .
vgosa 0.01 .
ugos 0.01 .
eastward_wind 0.01 .
surface_downward_eastward_stress 0.01 .
wind_speed 0.01 .
northward_wind 0.01 .
sss 0.01 .
density_WOA_clim . .
silicate_WOA_clim . .
NO3 . .
CHL . .
PHYC . .
Fe . .
PP . .
ugosa . .

KM1512 bg

alpha coefficients
variable stab est
par_6 0.03 .
par_9 0.03 .
sla 0.03 .
sss_cruise 0.02 .
par 0.02 .
ugosa 0.02 .
nitrate_WOA_clim 0.01 .
sst_cruise 0.01 .
par_3 0.01 .
par_12 0.01 .
Si 0.01 .
PHYC 0.01 .
PO4 0.01 .
O2 0.01 .
sst 0.01 .
vgosa 0.01 .
vgos 0.01 .
surface_downward_northward_stress 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
o2sat_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
phosphate_WOA_clim . .
silicate_WOA_clim . .
NO3 . .
CHL . .
Fe . .
PP . .
ugos . .
wind_stress . .
eastward_wind . .
surface_downward_eastward_stress . .
wind_speed . .
northward_wind . .
sss . .

KM1512 bead

alpha coefficients
variable stab est
PHYC 0.04 .
sss_cruise 0.03 .
sst_cruise 0.03 .
sss 0.03 .
par_9 0.02 .
O2 0.02 .
sst 0.02 .
ugosa 0.02 .
salinity_WOA_clim 0.01 .
nitrate_WOA_clim 0.01 .
par 0.01 .
par_6 0.01 .
par_12 0.01 .
Si 0.01 .
PP 0.01 .
wind_speed 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
o2sat_WOA_clim . .
oxygen_WOA_clim . .
conductivity_WOA_clim . .
phosphate_WOA_clim . .
silicate_WOA_clim . .
par_3 . .
NO3 . .
CHL . .
PO4 . .
Fe . .
vgosa . .
vgos . .
sla . .
ugos . .
wind_stress . .
eastward_wind . .
surface_downward_eastward_stress . .
surface_downward_northward_stress . .
northward_wind . .

KM1512 pico1_

alpha coefficients
variable stab est
sla 0.09 .
par_6 0.08 .
sst_cruise 0.07 .
par_9 0.05 .
par_12 0.04 .
sss_cruise 0.03 .
par 0.02 .
par_3 0.02 .
vgos 0.02 .
wind_stress 0.02 .
eastward_wind 0.02 .
wind_speed 0.02 .
sss 0.02 .
oxygen_WOA_clim 0.01 .
salinity_WOA_clim 0.01 .
conductivity_WOA_clim 0.01 .
nitrate_WOA_clim 0.01 .
phosphate_WOA_clim 0.01 .
Si 0.01 .
CHL 0.01 .
O2 0.01 .
sst 0.01 .
Fe 0.01 .
PP 0.01 .
ugosa 0.01 .
ugos 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
o2sat_WOA_clim . .
silicate_WOA_clim . .
NO3 . .
PHYC . .
PO4 . .
vgosa . .
surface_downward_eastward_stress . .
surface_downward_northward_stress . .
northward_wind . .

KM1512 pico2_1

alpha coefficients
variable stab est
par_6 0.07 .
sst_cruise 0.06 .
par_3 0.04 .
sla 0.04 .
par 0.03 .
par_12 0.03 .
CHL 0.03 .
ugosa 0.03 .
eastward_wind 0.03 .
surface_downward_northward_stress 0.03 .
sss_cruise 0.02 .
O2 0.02 .
sst 0.02 .
AOU_WOA_clim 0.01 .
density_WOA_clim 0.01 .
o2sat_WOA_clim 0.01 .
oxygen_WOA_clim 0.01 .
conductivity_WOA_clim 0.01 .
nitrate_WOA_clim 0.01 .
silicate_WOA_clim 0.01 .
par_9 0.01 .
Si 0.01 .
PHYC 0.01 .
vgos 0.01 .
salinity_WOA_clim . .
phosphate_WOA_clim . .
NO3 . .
PO4 . .
Fe . .
PP . .
vgosa . .
ugos . .
wind_stress . .
surface_downward_eastward_stress . .
wind_speed . .
northward_wind . .
sss . .

KM1512 small

alpha coefficients
variable stab est
par 0.09 .
Si 0.05 .
par_3 0.04 .
par_12 0.04 .
vgos 0.04 .
sst_cruise 0.03 .
par_6 0.03 .
par_9 0.03 .
sst 0.03 .
AOU_WOA_clim 0.02 .
o2sat_WOA_clim 0.02 .
oxygen_WOA_clim 0.02 .
phosphate_WOA_clim 0.02 .
sss_cruise 0.02 .
PO4 0.02 .
surface_downward_northward_stress 0.02 .
sss 0.02 .
conductivity_WOA_clim 0.01 .
silicate_WOA_clim 0.01 .
CHL 0.01 .
PHYC 0.01 .
O2 0.01 .
Fe 0.01 .
vgosa 0.01 .
sla 0.01 .
ugosa 0.01 .
ugos 0.01 .
wind_stress 0.01 .
eastward_wind 0.01 .
surface_downward_eastward_stress 0.01 .
northward_wind 0.01 .
density_WOA_clim . .
salinity_WOA_clim . .
nitrate_WOA_clim . .
NO3 . .
PP . .
wind_speed . .

KM1512 pro1

alpha coefficients
variable stab est
sst_cruise 0.09 .
par_9 0.09 .
par_12 0.07 .
northward_wind 0.07 .
sss_cruise 0.06 .
sst 0.06 .
par 0.05 .
par_6 0.05 .
sla 0.05 .
surface_downward_northward_stress 0.05 .
AOU_WOA_clim 0.03 .
par_3 0.03 .
O2 0.03 .
vgosa 0.03 .
vgos 0.03 .
sss 0.03 .
density_WOA_clim 0.02 .
oxygen_WOA_clim 0.02 .
conductivity_WOA_clim 0.02 .
phosphate_WOA_clim 0.02 .
Si 0.02 .
PHYC 0.02 .
eastward_wind 0.02 .
o2sat_WOA_clim 0.01 .
salinity_WOA_clim 0.01 .
CHL 0.01 .
ugosa 0.01 .
ugos 0.01 .
wind_stress 0.01 .
wind_speed 0.01 .
nitrate_WOA_clim . .
silicate_WOA_clim . .
NO3 . .
PO4 . .
Fe . .
PP . .
surface_downward_eastward_stress . .

KOK1515 rest1_1

alpha coefficients
variable stab est
par 0.253 -0.176
Fe 0.162 0.246
ugosa 0.162 0.156
par_9 0.152 -0.017
par_3 0.141 -0.006
par_12 0.141 -0.022
par_6 0.121 -0.006
AOU_WOA_clim 0.091 .
sss_cruise 0.091 .
sla 0.081 .
sss 0.081 .
vgos 0.04 .
silicate_WOA_clim 0.03 -34.538
PO4 0.01 .
o2sat_WOA_clim 0.01 .
conductivity_WOA_clim 0.01 .
sst_cruise 0.01 .
sst 0.01 .
Si . .
NO3 . .
CHL . .
PHYC . .
O2 . .
density_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
PP . .
vgosa . .
ugos . .

KOK1515 pico2_1

alpha coefficients
variable stab est
par_6 0.313 0.163
par_9 0.283 0.261
sss_cruise 0.273 -2.85
par 0.222 0.135
silicate_WOA_clim 0.182 -89.071
par_3 0.172 .
ugosa 0.141 0.198
sss 0.091 0.244
par_12 0.071 .
AOU_WOA_clim 0.061 .
PO4 0.04 .
conductivity_WOA_clim 0.04 .
Fe 0.04 .
O2 0.03 .
sla 0.03 .
vgos 0.02 .
Si 0.01 .
CHL 0.01 .
oxygen_WOA_clim 0.01 .
ugos 0.01 .
NO3 . .
PHYC . .
density_WOA_clim . .
o2sat_WOA_clim . .
salinity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
sst_cruise . .
sst . .
PP . .
vgosa . .

KOK1515 pro2

alpha coefficients
variable stab est
sla 0.242 1.732
silicate_WOA_clim 0.232 136.373
par 0.172 .
par_3 0.152 0.043
par_6 0.152 .
vgos 0.131 -0.347
sss 0.131 .
par_12 0.121 0.083
PO4 0.101 .
AOU_WOA_clim 0.101 .
sss_cruise 0.101 0.904
par_9 0.101 .
ugosa 0.101 -0.187
ugos 0.101 .
conductivity_WOA_clim 0.071 .
vgosa 0.04 .
Si 0.03 .
density_WOA_clim 0.03 .
oxygen_WOA_clim 0.03 .
nitrate_WOA_clim 0.03 .
Fe 0.03 .
salinity_WOA_clim 0.02 .
phosphate_WOA_clim 0.02 .
sst 0.02 .
sst_cruise 0.01 .
NO3 . .
CHL . .
PHYC . .
O2 . .
o2sat_WOA_clim . .
PP . .

KOK1515 bg2

alpha coefficients
variable stab est
par_3 0.081 .
par 0.071 .
sla 0.051 .
sss_cruise 0.03 .
par_6 0.03 .
par_9 0.03 .
Fe 0.02 .
AOU_WOA_clim 0.01 .
sst_cruise 0.01 .
par_12 0.01 .
vgosa 0.01 .
vgos 0.01 .
ugosa 0.01 .
ugos 0.01 .
sss 0.01 .
Si . .
NO3 . .
CHL . .
PHYC . .
PO4 . .
O2 . .
density_WOA_clim . .
o2sat_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
silicate_WOA_clim . .
sst . .
PP . .

KOK1515 croco

alpha coefficients
variable stab est
par_3 0.303 0.589
par_9 0.283 0.707
par_6 0.172 .
par 0.152 0.093
silicate_WOA_clim 0.131 -124.416
par_12 0.121 0.01
vgos 0.091 .
PO4 0.051 .
AOU_WOA_clim 0.03 .
ugosa 0.03 .
density_WOA_clim 0.02 .
oxygen_WOA_clim 0.02 .
conductivity_WOA_clim 0.02 .
nitrate_WOA_clim 0.02 .
phosphate_WOA_clim 0.02 .
sss_cruise 0.02 .
ugos 0.02 .
sss 0.01 .
Si . .
NO3 . .
CHL . .
PHYC . .
O2 . .
o2sat_WOA_clim . .
salinity_WOA_clim . .
sst_cruise . .
sst . .
Fe . .
PP . .
vgosa . .
sla . .

KOK1515 bg1

alpha coefficients
variable stab est
AOU_WOA_clim 0.141 0.649
par_3 0.121 -0.066
par 0.111 -0.08
sla 0.111 .
sss_cruise 0.071 0.738
par_9 0.051 .
par_12 0.051 .
vgos 0.051 .
par_6 0.04 .
o2sat_WOA_clim 0.02 -0.954
silicate_WOA_clim 0.02 .
ugosa 0.02 .
ugos 0.02 .
PO4 0.01 .
sst_cruise 0.01 .
sss 0.01 .
Si . .
NO3 . .
CHL . .
PHYC . .
O2 . .
density_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
sst . .
Fe . .
PP . .
vgosa . .

KOK1515 pro1

alpha coefficients
variable stab est
par_6 0.283 0.192
par_9 0.222 0.081
vgos 0.212 -0.183
par_3 0.202 0.02
par_12 0.152 0.039
ugosa 0.141 -0.237
AOU_WOA_clim 0.131 .
par 0.121 .
silicate_WOA_clim 0.111 .
sla 0.111 0.342
PO4 0.051 .
sss_cruise 0.051 .
Fe 0.051 .
ugos 0.03 .
sss 0.03 .
CHL 0.02 .
density_WOA_clim 0.02 .
salinity_WOA_clim 0.02 .
phosphate_WOA_clim 0.02 .
sst_cruise 0.02 .
o2sat_WOA_clim 0.01 .
conductivity_WOA_clim 0.01 .
sst 0.01 .
Si . .
NO3 . .
PHYC . .
O2 . .
oxygen_WOA_clim . .
nitrate_WOA_clim . .
PP . .
vgosa . .

KOK1515 rest2_

alpha coefficients
variable stab est
par_6 0.222 -0.178
par 0.212 -0.246
sla 0.162 1.162
par_3 0.131 .
par_9 0.131 0
par_12 0.131 -0.087
PO4 0.101 1.189
silicate_WOA_clim 0.101 23.946
vgosa 0.091 0.518
sss 0.071 -0.043
AOU_WOA_clim 0.061 .
Fe 0.061 0.05
vgos 0.061 .
Si 0.051 .
O2 0.051 .
CHL 0.04 .
density_WOA_clim 0.03 .
conductivity_WOA_clim 0.03 .
sst_cruise 0.03 .
PP 0.03 .
PHYC 0.02 .
sss_cruise 0.02 .
ugosa 0.02 .
ugos 0.02 0.149
oxygen_WOA_clim 0.01 .
salinity_WOA_clim 0.01 .
nitrate_WOA_clim 0.01 .
sst 0.01 .
NO3 . .
o2sat_WOA_clim . .
phosphate_WOA_clim . .

KOK1515 small

alpha coefficients
variable stab est
AOU_WOA_clim 0.232 36.319
silicate_WOA_clim 0.182 182.985
par_9 0.162 .
sla 0.162 -3.527
par 0.152 0.128
PO4 0.131 25.164
vgos 0.131 2.491
sss_cruise 0.111 .
par_12 0.111 -0.103
ugosa 0.111 .
par_3 0.091 .
ugos 0.071 .
par_6 0.051 .
Fe 0.051 .
O2 0.02 .
conductivity_WOA_clim 0.02 .
Si 0.01 .
CHL 0.01 .
sss 0.01 .
NO3 . .
PHYC . .
density_WOA_clim . .
o2sat_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
sst_cruise . .
sst . .
PP . .
vgosa . .

KOK1515 pico1_

alpha coefficients
variable stab est
par_3 0.212 -0.201
par 0.162 -0.078
sss_cruise 0.131 -0.253
sla 0.111 -0.533
par_9 0.101 .
silicate_WOA_clim 0.061 -3.473
AOU_WOA_clim 0.051 -1.688
par_12 0.051 0.012
par_6 0.04 .
vgos 0.02 .
sst_cruise 0.01 .
Fe 0.01 .
ugosa 0.01 .
ugos 0.01 .
Si . .
NO3 . .
CHL . .
PHYC . .
PO4 . .
O2 . .
density_WOA_clim . .
o2sat_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
sst . .
PP . .
vgosa . .
sss . .

KM1518 pico2_1

alpha coefficients
variable stab est
sst_cruise 0.7 1.828
par_6 0.47 0.163
par_9 0.39 0.034
par_3 0.38 .
vgos 0.37 .
surface_downward_northward_stress 0.34 -0.148
wind_stress 0.31 -0.245
par_12 0.22 .
northward_wind 0.17 .
PO4 0.14 .
ugos 0.13 .
conductivity_WOA_clim 0.11 .
vgosa 0.1 .
phosphate_WOA_clim 0.07 .
silicate_WOA_clim 0.07 .
par 0.06 .
PHYC 0.05 .
wind_speed 0.05 .
o2sat_WOA_clim 0.04 .
surface_downward_eastward_stress 0.04 .
sss 0.04 .
CHL 0.03 .
AOU_WOA_clim 0.02 .
oxygen_WOA_clim 0.02 .
sss_cruise 0.02 .
Fe 0.02 .
sla 0.02 .
ugosa 0.02 .
density_WOA_clim 0.01 .
nitrate_WOA_clim 0.01 .
salinity_WOA_clim . .
Si . .
NO3 . .
O2 . .
sst . .
PP . .
eastward_wind . .

KM1518 rest1_1

alpha coefficients
variable stab est
surface_downward_northward_stress 0.31 -0.12
par_3 0.19 .
wind_stress 0.16 .
sst_cruise 0.13 .
phosphate_WOA_clim 0.12 .
AOU_WOA_clim 0.07 .
par_6 0.07 .
northward_wind 0.06 .
o2sat_WOA_clim 0.05 .
par 0.05 .
par_12 0.04 .
PO4 0.04 .
ugosa 0.04 .
Fe 0.03 .
silicate_WOA_clim 0.01 .
sla 0.01 .
ugos 0.01 .
density_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
sss_cruise . .
par_9 . .
Si . .
NO3 . .
CHL . .
PHYC . .
O2 . .
sst . .
PP . .
vgosa . .
vgos . .
eastward_wind . .
surface_downward_eastward_stress . .
wind_speed . .
sss . .

KM1518 syn

alpha coefficients
variable stab est
northward_wind 0.1 .
sst_cruise 0.06 .
par_3 0.06 .
sla 0.05 .
par_9 0.04 .
vgosa 0.03 .
surface_downward_northward_stress 0.03 .
phosphate_WOA_clim 0.02 .
par 0.02 .
par_6 0.02 .
CHL 0.02 .
AOU_WOA_clim 0.01 .
o2sat_WOA_clim 0.01 .
conductivity_WOA_clim 0.01 .
par_12 0.01 .
Si 0.01 .
O2 0.01 .
wind_stress 0.01 .
surface_downward_eastward_stress 0.01 .
density_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
nitrate_WOA_clim . .
silicate_WOA_clim . .
sss_cruise . .
NO3 . .
PHYC . .
PO4 . .
sst . .
Fe . .
PP . .
vgos . .
ugosa . .
ugos . .
eastward_wind . .
wind_speed . .
sss . .

KM1518 bead

alpha coefficients
variable stab est
sst_cruise 0.6 3.789
O2 0.11 .
sst 0.09 .
vgosa 0.08 .
northward_wind 0.07 .
sla 0.05 .
par_12 0.04 .
Si 0.04 .
vgos 0.04 .
wind_stress 0.04 .
salinity_WOA_clim 0.03 .
CHL 0.03 .
oxygen_WOA_clim 0.02 .
par_3 0.02 .
ugosa 0.02 .
surface_downward_northward_stress 0.02 .
density_WOA_clim 0.01 .
o2sat_WOA_clim 0.01 .
nitrate_WOA_clim 0.01 .
phosphate_WOA_clim 0.01 .
silicate_WOA_clim 0.01 .
sss_cruise 0.01 .
par 0.01 .
par_6 0.01 .
par_9 0.01 .
PHYC 0.01 .
ugos 0.01 .
wind_speed 0.01 .
AOU_WOA_clim . .
conductivity_WOA_clim . .
NO3 . .
PO4 . .
Fe . .
PP . .
eastward_wind . .
surface_downward_eastward_stress . .
sss . .

KM1518 bg2

alpha coefficients
variable stab est
surface_downward_northward_stress 0.19 .
par 0.08 .
par_6 0.08 .
northward_wind 0.07 .
par_3 0.06 .
par_12 0.06 .
sst_cruise 0.05 .
AOU_WOA_clim 0.04 .
o2sat_WOA_clim 0.04 .
sss_cruise 0.03 .
ugosa 0.03 .
ugos 0.03 .
phosphate_WOA_clim 0.02 .
PO4 0.02 .
conductivity_WOA_clim 0.01 .
silicate_WOA_clim 0.01 .
O2 0.01 .
Fe 0.01 .
wind_stress 0.01 .
wind_speed 0.01 .
sss 0.01 .
density_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
nitrate_WOA_clim . .
par_9 . .
Si . .
NO3 . .
CHL . .
PHYC . .
sst . .
PP . .
vgosa . .
vgos . .
sla . .
eastward_wind . .
surface_downward_eastward_stress . .

KM1518 small

alpha coefficients
variable stab est
surface_downward_northward_stress 0.45 0.045
par 0.37 0.126
phosphate_WOA_clim 0.24 .
par_3 0.24 0.006
ugosa 0.23 -0.249
AOU_WOA_clim 0.22 -1.245
wind_stress 0.22 .
o2sat_WOA_clim 0.17 0.005
Fe 0.15 -0.105
par_9 0.14 .
PO4 0.13 .
par_6 0.09 .
par_12 0.08 .
sst_cruise 0.06 .
sla 0.06 .
silicate_WOA_clim 0.05 .
conductivity_WOA_clim 0.03 .
CHL 0.03 .
sss_cruise 0.02 .
O2 0.02 .
ugos 0.02 .
Si 0.01 .
surface_downward_eastward_stress 0.01 .
wind_speed 0.01 .
northward_wind 0.01 .
sss 0.01 .
density_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
nitrate_WOA_clim . .
NO3 . .
PHYC . .
sst . .
PP . .
vgosa . .
vgos . .
eastward_wind . .

KM1518 pico1_

alpha coefficients
variable stab est
surface_downward_northward_stress 0.43 -0.311
par_3 0.19 .
par_6 0.15 .
par 0.1 .
par_9 0.09 .
ugosa 0.07 .
vgos 0.05 .
wind_stress 0.05 .
northward_wind 0.04 .
density_WOA_clim 0.02 .
conductivity_WOA_clim 0.02 .
silicate_WOA_clim 0.02 .
sst_cruise 0.02 .
CHL 0.02 .
ugos 0.02 .
wind_speed 0.02 .
o2sat_WOA_clim 0.01 .
oxygen_WOA_clim 0.01 .
phosphate_WOA_clim 0.01 .
sss_cruise 0.01 .
par_12 0.01 .
PO4 0.01 .
vgosa 0.01 .
sla 0.01 .
AOU_WOA_clim . .
salinity_WOA_clim . .
nitrate_WOA_clim . .
Si . .
NO3 . .
PHYC . .
O2 . .
sst . .
Fe . .
PP . .
eastward_wind . .
surface_downward_eastward_stress . .
sss . .

KM1518 bg1

alpha coefficients
variable stab est
surface_downward_northward_stress 0.11 .
par_3 0.07 .
o2sat_WOA_clim 0.04 .
par_6 0.04 .
northward_wind 0.04 .
par 0.03 .
AOU_WOA_clim 0.02 .
phosphate_WOA_clim 0.02 .
par_9 0.02 .
par_12 0.02 .
PHYC 0.02 .
wind_stress 0.02 .
density_WOA_clim 0.01 .
conductivity_WOA_clim 0.01 .
nitrate_WOA_clim 0.01 .
sss_cruise 0.01 .
sst_cruise 0.01 .
vgosa 0.01 .
vgos 0.01 .
ugosa 0.01 .
surface_downward_eastward_stress 0.01 .
oxygen_WOA_clim . .
salinity_WOA_clim . .
silicate_WOA_clim . .
Si . .
NO3 . .
CHL . .
PO4 . .
O2 . .
sst . .
Fe . .
PP . .
sla . .
ugos . .
eastward_wind . .
wind_speed . .
sss . .

KM1518 rest2_

alpha coefficients
variable stab est
surface_downward_northward_stress 0.34 .
par_6 0.25 -0.001
par_3 0.22 -0.013
par_9 0.17 .
northward_wind 0.16 0.087
silicate_WOA_clim 0.12 .
vgos 0.12 0.016
wind_stress 0.12 .
phosphate_WOA_clim 0.11 .
par 0.11 .
AOU_WOA_clim 0.09 .
vgosa 0.07 0.109
sst_cruise 0.05 .
par_12 0.05 .
ugosa 0.05 .
o2sat_WOA_clim 0.04 .
Fe 0.02 .
ugos 0.02 .
density_WOA_clim 0.01 .
conductivity_WOA_clim 0.01 .
CHL 0.01 .
PO4 0.01 .
sss 0.01 .
oxygen_WOA_clim . .
salinity_WOA_clim . .
nitrate_WOA_clim . .
sss_cruise . .
Si . .
NO3 . .
PHYC . .
O2 . .
sst . .
PP . .
sla . .
eastward_wind . .
surface_downward_eastward_stress . .
wind_speed . .

KM1518 pro1

alpha coefficients
variable stab est
northward_wind 0.66 0.334
par_12 0.62 -0.052
sst_cruise 0.56 -1.961
wind_stress 0.51 .
par_6 0.47 0.13
par 0.44 0.063
par_3 0.43 0.021
surface_downward_northward_stress 0.33 .
surface_downward_eastward_stress 0.21 -0.216
ugosa 0.19 0.037
PO4 0.16 .
phosphate_WOA_clim 0.13 .
sst 0.13 .
AOU_WOA_clim 0.12 .
ugos 0.12 .
par_9 0.1 .
vgosa 0.1 .
o2sat_WOA_clim 0.07 .
sss_cruise 0.06 .
CHL 0.06 .
Fe 0.06 .
silicate_WOA_clim 0.05 .
O2 0.05 .
sla 0.05 .
wind_speed 0.05 .
oxygen_WOA_clim 0.03 .
conductivity_WOA_clim 0.03 .
salinity_WOA_clim 0.02 .
vgos 0.02 .
density_WOA_clim 0.01 .
Si 0.01 .
PHYC 0.01 .
sss 0.01 .
nitrate_WOA_clim . .
NO3 . .
PP . .
eastward_wind . .

KM1601 rest1_1

alpha coefficients
variable stab est
par 0.06 .
northward_wind 0.05 .
silicate_WOA_clim 0.03 .
par_3 0.03 .
par_6 0.03 .
Si 0.03 .
sst_cruise 0.02 .
par_12 0.02 .
vgos 0.02 .
density_WOA_clim 0.01 .
oxygen_WOA_clim 0.01 .
nitrate_WOA_clim 0.01 .
phosphate_WOA_clim 0.01 .
par_9 0.01 .
PO4 0.01 .
O2 0.01 .
ugos 0.01 .
AOU_WOA_clim . .
o2sat_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
sss_cruise . .
NO3 . .
CHL . .
PHYC . .
sst . .
Fe . .
PP . .
vgosa . .
sla . .
ugosa . .
wind_stress . .
eastward_wind . .
surface_downward_eastward_stress . .
wind_speed . .
surface_downward_northward_stress . .
sss . .

KM1601 pico2_1

alpha coefficients
variable stab est
vgos 0.36 .
par_6 0.33 .
par_3 0.32 .
par_12 0.16 .
wind_speed 0.09 .
par_9 0.08 .
sss_cruise 0.07 .
sst_cruise 0.07 .
Fe 0.06 .
par 0.05 .
sst 0.04 .
ugos 0.04 .
ugosa 0.03 .
phosphate_WOA_clim 0.02 .
silicate_WOA_clim 0.02 .
O2 0.02 .
northward_wind 0.02 .
sss 0.02 .
PHYC 0.01 .
sla 0.01 .
surface_downward_eastward_stress 0.01 .
surface_downward_northward_stress 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
o2sat_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
Si . .
NO3 . .
CHL . .
PO4 . .
PP . .
vgosa . .
wind_stress . .
eastward_wind . .

KM1601 pico1_

alpha coefficients
variable stab est
sss_cruise 0.19 .
par_3 0.18 .
sst_cruise 0.13 .
par 0.13 .
par_6 0.13 .
par_12 0.07 .
sss 0.05 .
par_9 0.04 .
phosphate_WOA_clim 0.03 .
silicate_WOA_clim 0.02 .
vgos 0.02 .
wind_speed 0.02 .
northward_wind 0.02 .
CHL 0.01 .
PO4 0.01 .
vgosa 0.01 .
ugos 0.01 .
surface_downward_northward_stress 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
o2sat_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
Si . .
NO3 . .
PHYC . .
O2 . .
sst . .
Fe . .
PP . .
sla . .
ugosa . .
wind_stress . .
eastward_wind . .
surface_downward_eastward_stress . .

KM1601 pro1

alpha coefficients
variable stab est
par_9 0.26 .
sst_cruise 0.22 .
par_12 0.18 .
sss_cruise 0.16 .
par 0.14 .
par_6 0.1 .
wind_speed 0.1 .
par_3 0.09 .
vgos 0.08 .
phosphate_WOA_clim 0.07 .
Fe 0.07 .
ugos 0.07 .
CHL 0.06 .
sst 0.06 .
silicate_WOA_clim 0.05 .
eastward_wind 0.05 .
northward_wind 0.04 .
PHYC 0.03 .
ugosa 0.03 .
surface_downward_eastward_stress 0.03 .
sss 0.03 .
sla 0.02 .
wind_stress 0.02 .
Si 0.01 .
PO4 0.01 .
vgosa 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
o2sat_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
NO3 . .
O2 . .
PP . .
surface_downward_northward_stress . .

KM1601 syn

alpha coefficients
variable stab est
wind_speed 0.06 .
sst_cruise 0.05 .
par_3 0.03 .
par_6 0.03 .
phosphate_WOA_clim 0.01 .
silicate_WOA_clim 0.01 .
sss_cruise 0.01 .
par_9 0.01 .
par_12 0.01 .
vgos 0.01 .
surface_downward_northward_stress 0.01 .
northward_wind 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
o2sat_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
par . .
Si . .
NO3 . .
CHL . .
PHYC . .
PO4 . .
O2 . .
sst . .
Fe . .
PP . .
vgosa . .
sla . .
ugosa . .
ugos . .
wind_stress . .
eastward_wind . .
surface_downward_eastward_stress . .
sss . .

KM1601 bead

alpha coefficients
variable stab est
ugosa 0.03 .
par_9 0.02 .
Fe 0.02 .
ugos 0.02 .
wind_speed 0.02 .
phosphate_WOA_clim 0.01 .
silicate_WOA_clim 0.01 .
sss_cruise 0.01 .
sst_cruise 0.01 .
par 0.01 .
par_3 0.01 .
par_6 0.01 .
CHL 0.01 .
vgos 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
o2sat_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
par_12 . .
Si . .
NO3 . .
PHYC . .
PO4 . .
O2 . .
sst . .
PP . .
vgosa . .
sla . .
wind_stress . .
eastward_wind . .
surface_downward_eastward_stress . .
surface_downward_northward_stress . .
northward_wind . .
sss . .

KM1601 small

alpha coefficients
variable stab est
par 0.16 .
par_3 0.16 .
sss_cruise 0.11 .
vgos 0.1 .
sss 0.09 .
par_12 0.07 .
northward_wind 0.06 .
par_6 0.04 .
CHL 0.04 .
ugosa 0.03 .
ugos 0.03 .
phosphate_WOA_clim 0.02 .
sst_cruise 0.02 .
par_9 0.02 .
vgosa 0.02 .
eastward_wind 0.02 .
PHYC 0.01 .
surface_downward_eastward_stress 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
o2sat_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
silicate_WOA_clim . .
Si . .
NO3 . .
PO4 . .
O2 . .
sst . .
Fe . .
PP . .
sla . .
wind_stress . .
wind_speed . .
surface_downward_northward_stress . .

KM1601 bg

alpha coefficients
variable stab est
par_3 0.05 .
par_12 0.05 .
par 0.04 .
CHL 0.03 .
silicate_WOA_clim 0.02 .
Si 0.02 .
sss_cruise 0.01 .
par_6 0.01 .
par_9 0.01 .
PO4 0.01 .
O2 0.01 .
vgosa 0.01 .
vgos 0.01 .
ugos 0.01 .
wind_speed 0.01 .
northward_wind 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
o2sat_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
sst_cruise . .
NO3 . .
PHYC . .
sst . .
Fe . .
PP . .
sla . .
ugosa . .
wind_stress . .
eastward_wind . .
surface_downward_eastward_stress . .
surface_downward_northward_stress . .
sss . .

KM1601 rest2_

alpha coefficients
variable stab est
vgos 0.12 .
par_3 0.11 .
par_9 0.1 .
par_6 0.07 .
northward_wind 0.03 .
sst_cruise 0.02 .
par_12 0.02 .
vgosa 0.02 .
eastward_wind 0.02 .
sss 0.02 .
phosphate_WOA_clim 0.01 .
sss_cruise 0.01 .
par 0.01 .
CHL 0.01 .
O2 0.01 .
ugos 0.01 .
wind_speed 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
o2sat_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
silicate_WOA_clim . .
Si . .
NO3 . .
PHYC . .
PO4 . .
sst . .
Fe . .
PP . .
sla . .
ugosa . .
wind_stress . .
surface_downward_eastward_stress . .
surface_downward_northward_stress . .

KM1601 pro2

alpha coefficients
variable stab est
par_3 0.08 .
sss_cruise 0.06 .
sst_cruise 0.06 .
par_12 0.04 .
sss 0.04 .
par 0.03 .
par_9 0.03 .
silicate_WOA_clim 0.02 .
par_6 0.02 .
CHL 0.02 .
PHYC 0.02 .
vgos 0.02 .
ugosa 0.02 .
eastward_wind 0.02 .
wind_speed 0.02 .
density_WOA_clim 0.01 .
oxygen_WOA_clim 0.01 .
salinity_WOA_clim 0.01 .
conductivity_WOA_clim 0.01 .
nitrate_WOA_clim 0.01 .
phosphate_WOA_clim 0.01 .
Si 0.01 .
sla 0.01 .
ugos 0.01 .
wind_stress 0.01 .
AOU_WOA_clim . .
o2sat_WOA_clim . .
NO3 . .
PO4 . .
O2 . .
sst . .
Fe . .
PP . .
vgosa . .
surface_downward_eastward_stress . .
surface_downward_northward_stress . .
northward_wind . .

KM1602 rest1_2

alpha coefficients
variable stab est
sss 0.66 -2.974
sss_cruise 0.6 -3.819
northward_wind 0.6 -0.945
sst_cruise 0.33 0.16
par_9 0.3 0.174
surface_downward_northward_stress 0.28 .
par_12 0.26 0.154
ugos 0.26 -0.343
CHL 0.23 .
vgos 0.23 -0.506
sst 0.21 0.244
par_3 0.17 0.171
par 0.15 .
Si 0.11 -3.231
wind_speed 0.1 .
nitrate_WOA_clim 0.09 .
sla 0.07 -0.124
density_WOA_clim 0.06 .
par_6 0.06 .
oxygen_WOA_clim 0.05 .
salinity_WOA_clim 0.05 .
conductivity_WOA_clim 0.05 .
silicate_WOA_clim 0.04 .
O2 0.04 .
wind_stress 0.04 .
phosphate_WOA_clim 0.03 .
vgosa 0.03 .
surface_downward_eastward_stress 0.03 .
AOU_WOA_clim 0.02 .
PO4 0.02 .
Fe 0.02 .
o2sat_WOA_clim 0.01 .
PHYC 0.01 .
ugosa 0.01 .
eastward_wind 0.01 -0.106
NO3 . .
PP . .

KM1602 rest1_1

alpha coefficients
variable stab est
par 0.32 -0.119
par_9 0.21 0.032
sss_cruise 0.12 .
par_3 0.12 -0.007
par_6 0.12 .
sst_cruise 0.1 .
sla 0.1 .
eastward_wind 0.1 0.035
Si 0.09 .
par_12 0.08 .
phosphate_WOA_clim 0.07 .
vgos 0.07 .
surface_downward_eastward_stress 0.07 .
northward_wind 0.07 .
sss 0.07 .
O2 0.06 .
wind_stress 0.06 .
AOU_WOA_clim 0.05 .
PHYC 0.05 .
PO4 0.05 -2.619
sst 0.05 .
surface_downward_northward_stress 0.05 .
o2sat_WOA_clim 0.04 .
vgosa 0.04 .
ugosa 0.04 .
wind_speed 0.04 .
oxygen_WOA_clim 0.03 .
conductivity_WOA_clim 0.03 .
CHL 0.03 .
ugos 0.03 .
density_WOA_clim 0.02 .
silicate_WOA_clim 0.02 .
Fe 0.02 .
salinity_WOA_clim 0.01 .
nitrate_WOA_clim 0.01 .
PP 0.01 .
NO3 . .

KM1602 pico2_1

alpha coefficients
variable stab est
par_6 0.84 0.207
CHL 0.76 53.798
par_3 0.75 0.347
par_9 0.63 0.199
eastward_wind 0.43 0.057
par_12 0.27 0.11
vgos 0.24 0.116
Si 0.23 0.662
wind_stress 0.22 .
par 0.2 0.114
sst_cruise 0.18 -0.45
sla 0.18 .
phosphate_WOA_clim 0.16 .
nitrate_WOA_clim 0.13 .
sss_cruise 0.13 .
ugosa 0.13 0.111
ugos 0.13 0.09
PO4 0.12 .
PHYC 0.1 .
Fe 0.1 .
wind_speed 0.1 .
PP 0.09 .
o2sat_WOA_clim 0.08 .
sst 0.08 .
vgosa 0.08 0.094
AOU_WOA_clim 0.06 .
surface_downward_northward_stress 0.06 .
northward_wind 0.06 .
silicate_WOA_clim 0.04 .
oxygen_WOA_clim 0.03 .
O2 0.02 .
sss 0.02 .
density_WOA_clim 0.01 .
conductivity_WOA_clim 0.01 .
surface_downward_eastward_stress 0.01 .
salinity_WOA_clim . .
NO3 . .

KM1602 pico1_

alpha coefficients
variable stab est
sst_cruise 0.61 -0.864
par_6 0.39 -0.184
par_12 0.17 0.04
sss 0.16 0.72
par_9 0.13 -0.002
par_3 0.12 .
PHYC 0.11 -0.072
PP 0.11 .
northward_wind 0.11 .
sst 0.1 .
par 0.09 -0.021
phosphate_WOA_clim 0.08 .
CHL 0.08 .
wind_speed 0.08 .
O2 0.06 1.523
ugos 0.06 .
sss_cruise 0.05 .
Si 0.05 .
vgos 0.05 0.11
ugosa 0.05 .
AOU_WOA_clim 0.04 .
o2sat_WOA_clim 0.04 .
nitrate_WOA_clim 0.04 .
vgosa 0.04 .
sla 0.04 .
surface_downward_northward_stress 0.03 .
wind_stress 0.02 .
eastward_wind 0.02 .
density_WOA_clim 0.01 .
salinity_WOA_clim 0.01 .
PO4 0.01 .
Fe 0.01 .
oxygen_WOA_clim . .
conductivity_WOA_clim . .
silicate_WOA_clim . .
NO3 . .
surface_downward_eastward_stress . .

KM1602 bg

alpha coefficients
variable stab est
par_9 0.17 -0.049
sst 0.14 1.761
sss 0.14 -0.214
sss_cruise 0.13 .
Fe 0.12 0.088
density_WOA_clim 0.11 -0.061
CHL 0.08 .
par_3 0.07 .
par_12 0.06 .
salinity_WOA_clim 0.05 -0.132
PP 0.05 .
vgosa 0.05 .
northward_wind 0.05 .
O2 0.04 .
wind_stress 0.04 0.053
wind_speed 0.04 .
surface_downward_northward_stress 0.04 -0.002
conductivity_WOA_clim 0.03 0.438
nitrate_WOA_clim 0.03 .
sst_cruise 0.03 .
par 0.03 .
par_6 0.03 .
PO4 0.03 .
AOU_WOA_clim 0.02 .
o2sat_WOA_clim 0.02 .
phosphate_WOA_clim 0.02 .
Si 0.02 .
sla 0.02 .
eastward_wind 0.02 .
oxygen_WOA_clim 0.01 .
PHYC 0.01 .
vgos 0.01 .
ugosa 0.01 .
ugos 0.01 .
silicate_WOA_clim . .
NO3 . .
surface_downward_eastward_stress . .

KM1602 bead

alpha coefficients
variable stab est
wind_stress 0.12 -0.151
phosphate_WOA_clim 0.1 -0.005
sss_cruise 0.08 0.014
par_3 0.08 .
ugos 0.08 .
AOU_WOA_clim 0.07 -0.078
sst_cruise 0.07 -0.164
o2sat_WOA_clim 0.06 0.007
par_9 0.06 .
sst 0.06 -0.301
vgos 0.06 .
par_6 0.05 .
par_12 0.05 .
northward_wind 0.05 .
par 0.04 .
eastward_wind 0.04 .
wind_speed 0.04 .
PHYC 0.03 .
O2 0.03 .
sla 0.03 .
ugosa 0.03 .
surface_downward_northward_stress 0.03 0.001
nitrate_WOA_clim 0.02 .
silicate_WOA_clim 0.02 .
Si 0.02 .
sss 0.02 .
density_WOA_clim 0.01 .
oxygen_WOA_clim 0.01 .
salinity_WOA_clim 0.01 .
PO4 0.01 .
Fe 0.01 .
PP 0.01 .
vgosa 0.01 .
conductivity_WOA_clim . .
NO3 . .
CHL . .
surface_downward_eastward_stress . .

KM1602 pro1

alpha coefficients
variable stab est
par_12 0.73 -0.08
par 0.38 .
par_9 0.3 0.033
sst_cruise 0.29 .
O2 0.26 -0.012
par_3 0.25 -0.025
PHYC 0.25 .
wind_speed 0.25 -0.134
Si 0.21 -8.281
PO4 0.19 .
PP 0.19 0.031
vgosa 0.19 -0.057
sss_cruise 0.16 0.258
wind_stress 0.15 .
sla 0.14 0.007
par_6 0.13 0.013
ugosa 0.12 .
Fe 0.11 0.357
vgos 0.11 .
phosphate_WOA_clim 0.1 .
oxygen_WOA_clim 0.07 .
CHL 0.07 24.824
ugos 0.07 .
northward_wind 0.07 .
sst 0.06 0.312
sss 0.06 .
AOU_WOA_clim 0.05 .
nitrate_WOA_clim 0.05 3.073
surface_downward_eastward_stress 0.05 .
density_WOA_clim 0.04 .
conductivity_WOA_clim 0.04 .
o2sat_WOA_clim 0.03 .
salinity_WOA_clim 0.03 .
silicate_WOA_clim 0.03 .
eastward_wind 0.03 .
surface_downward_northward_stress 0.02 .
NO3 . .

KM1602 small

alpha coefficients
variable stab est
sst_cruise 0.46 1.932
par 0.43 0.149
par_3 0.32 0.082
par_12 0.31 .
surface_downward_eastward_stress 0.31 0.329
wind_speed 0.25 0.257
eastward_wind 0.24 .
PO4 0.19 7.019
par_6 0.16 .
sla 0.15 0.078
par_9 0.14 -0.018
vgosa 0.13 -0.054
northward_wind 0.12 .
sss_cruise 0.11 -0.541
O2 0.11 .
vgos 0.11 .
Si 0.09 .
ugos 0.08 -0.028
sss 0.08 0.536
CHL 0.07 -58.119
sst 0.06 .
phosphate_WOA_clim 0.05 .
conductivity_WOA_clim 0.03 .
nitrate_WOA_clim 0.03 .
PHYC 0.03 .
PP 0.03 .
o2sat_WOA_clim 0.02 .
oxygen_WOA_clim 0.02 .
salinity_WOA_clim 0.02 .
silicate_WOA_clim 0.02 .
ugosa 0.02 .
wind_stress 0.02 .
AOU_WOA_clim 0.01 .
density_WOA_clim 0.01 .
NO3 . .
Fe . .
surface_downward_northward_stress . .

KM1602 pro2

alpha coefficients
variable stab est
sss_cruise 0.14 .
par_6 0.14 0.001
par_3 0.12 0.007
par 0.11 0.002
sst_cruise 0.09 .
par_12 0.09 -0.044
par_9 0.07 .
PO4 0.07 0.983
sst 0.07 .
vgosa 0.07 -0.013
vgos 0.07 .
wind_stress 0.07 .
northward_wind 0.07 .
sla 0.06 0.001
PHYC 0.05 .
phosphate_WOA_clim 0.04 .
CHL 0.04 .
surface_downward_eastward_stress 0.04 .
wind_speed 0.04 .
surface_downward_northward_stress 0.04 .
AOU_WOA_clim 0.03 .
density_WOA_clim 0.03 .
salinity_WOA_clim 0.03 .
conductivity_WOA_clim 0.03 .
nitrate_WOA_clim 0.03 .
O2 0.03 .
ugos 0.03 .
o2sat_WOA_clim 0.02 .
oxygen_WOA_clim 0.02 .
silicate_WOA_clim 0.02 .
Si 0.02 .
eastward_wind 0.02 .
sss 0.02 .
PP 0.01 .
NO3 . .
Fe . .
ugosa . .

KM1602 rest2_

alpha coefficients
variable stab est
surface_downward_eastward_stress 0.31 .
par_3 0.22 -0.106
par_6 0.22 -0.081
sss_cruise 0.17 -0.114
eastward_wind 0.17 -0.603
sss 0.17 .
sst_cruise 0.16 0.563
par_9 0.15 -0.019
par_12 0.14 -0.003
sla 0.12 .
wind_speed 0.11 0.066
northward_wind 0.11 .
par 0.1 .
surface_downward_northward_stress 0.09 .
O2 0.07 .
density_WOA_clim 0.06 .
PO4 0.06 .
sst 0.06 .
ugos 0.06 .
salinity_WOA_clim 0.05 .
nitrate_WOA_clim 0.05 .
Si 0.05 .
vgos 0.05 .
wind_stress 0.05 .
AOU_WOA_clim 0.04 .
phosphate_WOA_clim 0.04 0.038
o2sat_WOA_clim 0.03 -0.001
CHL 0.03 .
oxygen_WOA_clim 0.02 .
PHYC 0.02 .
Fe 0.02 .
vgosa 0.02 0.027
conductivity_WOA_clim 0.01 .
silicate_WOA_clim 0.01 .
ugosa 0.01 .
NO3 . .
PP . .

KOK1604 pico2_1

alpha coefficients
variable stab est
par 0.03 0.116
par_3 0.02 .
par_6 0.02 .
eastward_wind 0.02 .
o2sat_WOA_clim 0.01 .
silicate_WOA_clim 0.01 .
par_9 0.01 .
Si 0.01 .
ugos 0.01 .
wind_stress 0.01 -0.219
surface_downward_eastward_stress 0.01 .
wind_speed 0.01 -0.001
AOU_WOA_clim . .
density_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
sss_cruise . .
sst_cruise . .
par_12 . .
NO3 . .
CHL . .
PHYC . .
PO4 . .
O2 . .
sst . .
Fe . .
PP . .
vgosa . .
vgos . .
sla . .
ugosa . .
surface_downward_northward_stress . .
northward_wind . .
sss . .

KOK1604 small

alpha coefficients
variable stab est
par 0.061 .
wind_stress 0.051 .
par_6 0.02 .
o2sat_WOA_clim 0.01 .
sss_cruise 0.01 .
ugos 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
silicate_WOA_clim . .
sst_cruise . .
par_3 . .
par_9 . .
par_12 . .
Si . .
NO3 . .
CHL . .
PHYC . .
PO4 . .
O2 . .
sst . .
Fe . .
PP . .
vgosa . .
vgos . .
sla . .
ugosa . .
eastward_wind . .
surface_downward_eastward_stress . .
wind_speed . .
surface_downward_northward_stress . .
northward_wind . .
sss . .

KOK1604 bg

alpha coefficients
variable stab est
par_3 0.02 .
par_6 0.02 .
PP 0.02 .
O2 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
o2sat_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
silicate_WOA_clim . .
sss_cruise . .
sst_cruise . .
par . .
par_9 . .
par_12 . .
Si . .
NO3 . .
CHL . .
PHYC . .
PO4 . .
sst . .
Fe . .
vgosa . .
vgos . .
sla . .
ugosa . .
ugos . .
wind_stress . .
eastward_wind . .
surface_downward_eastward_stress . .
wind_speed . .
surface_downward_northward_stress . .
northward_wind . .
sss . .

KOK1604 bead

alpha coefficients
variable stab est
AOU_WOA_clim . .
density_WOA_clim . .
o2sat_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
silicate_WOA_clim . .
sss_cruise . .
sst_cruise . .
par . .
par_3 . .
par_6 . .
par_9 . .
par_12 . .
Si . .
NO3 . .
CHL . .
PHYC . .
PO4 . .
O2 . .
sst . .
Fe . .
PP . .
vgosa . .
vgos . .
sla . .
ugosa . .
ugos . .
wind_stress . .
eastward_wind . .
surface_downward_eastward_stress . .
wind_speed . .
surface_downward_northward_stress . .
northward_wind . .
sss . .

KOK1604 rest1_2

alpha coefficients
variable stab est
par_3 0.02 .
par 0.01 -0.067
Si 0.01 .
PO4 0.01 .
wind_stress 0.01 .
eastward_wind 0.01 .
surface_downward_eastward_stress 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
o2sat_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
silicate_WOA_clim . .
sss_cruise . .
sst_cruise . .
par_6 . .
par_9 . .
par_12 . .
NO3 . .
CHL . .
PHYC . .
O2 . .
sst . .
Fe . .
PP . .
vgosa . .
vgos . .
sla . .
ugosa . .
ugos . .
wind_speed . .
surface_downward_northward_stress . .
northward_wind . .
sss . .

KOK1604 pico1_

alpha coefficients
variable stab est
par 0.222 .
par_12 0.182 .
wind_stress 0.172 .
par_6 0.111 .
par_9 0.051 .
par_3 0.04 .
PP 0.04 .
surface_downward_eastward_stress 0.04 .
AOU_WOA_clim 0.03 .
sss_cruise 0.03 .
o2sat_WOA_clim 0.02 .
salinity_WOA_clim 0.02 .
CHL 0.02 .
PO4 0.02 .
O2 0.02 .
phosphate_WOA_clim 0.01 .
silicate_WOA_clim 0.01 .
Si 0.01 .
PHYC 0.01 .
sla 0.01 .
wind_speed 0.01 .
surface_downward_northward_stress 0.01 .
density_WOA_clim . .
oxygen_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
sst_cruise . .
NO3 . .
sst . .
Fe . .
vgosa . .
vgos . .
ugosa . .
ugos . .
eastward_wind . .
northward_wind . .
sss . .

KOK1604 rest1_1

alpha coefficients
variable stab est
par_3 0.04 .
par 0.03 .
PO4 0.03 .
ugos 0.02 .
AOU_WOA_clim 0.01 .
silicate_WOA_clim 0.01 .
par_9 0.01 .
Si 0.01 .
O2 0.01 .
wind_speed 0.01 .
density_WOA_clim . .
o2sat_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
sss_cruise . .
sst_cruise . .
par_6 . .
par_12 . .
NO3 . .
CHL . .
PHYC . .
sst . .
Fe . .
PP . .
vgosa . .
vgos . .
sla . .
ugosa . .
wind_stress . .
eastward_wind . .
surface_downward_eastward_stress . .
surface_downward_northward_stress . .
northward_wind . .
sss . .

KOK1604 rest2_

alpha coefficients
variable stab est
par 0.03 .
par_3 0.02 .
o2sat_WOA_clim 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
silicate_WOA_clim . .
sss_cruise . .
sst_cruise . .
par_6 . .
par_9 . .
par_12 . .
Si . .
NO3 . .
CHL . .
PHYC . .
PO4 . .
O2 . .
sst . .
Fe . .
PP . .
vgosa . .
vgos . .
sla . .
ugosa . .
ugos . .
wind_stress . .
eastward_wind . .
surface_downward_eastward_stress . .
wind_speed . .
surface_downward_northward_stress . .
northward_wind . .
sss . .

KOK1604 pico3_

alpha coefficients
variable stab est
par 0.02 .
silicate_WOA_clim 0.01 .
par_3 0.01 .
par_6 0.01 .
PO4 0.01 .
vgos 0.01 .
eastward_wind 0.01 .
northward_wind 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
o2sat_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
sss_cruise . .
sst_cruise . .
par_9 . .
par_12 . .
Si . .
NO3 . .
CHL . .
PHYC . .
O2 . .
sst . .
Fe . .
PP . .
vgosa . .
sla . .
ugosa . .
ugos . .
wind_stress . .
surface_downward_eastward_stress . .
wind_speed . .
surface_downward_northward_stress . .
sss . .

KOK1604 pro1

alpha coefficients
variable stab est
par_6 0.343 0.141
par_3 0.222 0.05
PO4 0.141 2.099
AOU_WOA_clim 0.071 .
PP 0.051 .
par_9 0.04 .
par_12 0.04 .
salinity_WOA_clim 0.03 .
surface_downward_northward_stress 0.03 .
sst 0.02 .
wind_stress 0.02 .
wind_speed 0.02 .
o2sat_WOA_clim 0.01 0.404
sss_cruise 0.01 .
O2 0.01 .
ugos 0.01 .
surface_downward_eastward_stress 0.01 .
sss 0.01 .
density_WOA_clim . .
oxygen_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
silicate_WOA_clim . .
sst_cruise . .
par . .
Si . .
NO3 . .
CHL . .
PHYC . .
Fe . .
vgosa . .
vgos . .
sla . .
ugosa . .
eastward_wind . .
northward_wind . .

KOK1606 rest1_1

alpha coefficients
variable stab est
par_6 0.91 -0.155
sla 0.89 -0.355
par_12 0.85 -0.107
sss_cruise 0.84 -1.282
nitrate_WOA_clim 0.73 0.043
surface_downward_eastward_stress 0.71 -0.206
vgos 0.62 0.051
par_9 0.61 -0.044
vgosa 0.53 .
wind_stress 0.52 0.044
Fe 0.51 -0.128
par 0.46 -0.014
ugos 0.45 -0.043
northward_wind 0.43 0
sst 0.41 0.24
wind_speed 0.41 0.004
par_3 0.38 .
ugosa 0.34 .
o2sat_WOA_clim 0.31 .
PP 0.28 -0.026
PHYC 0.2 -0.365
sss 0.18 .
sst_cruise 0.17 .
AOU_WOA_clim 0.16 .
phosphate_WOA_clim 0.15 .
PO4 0.15 .
surface_downward_northward_stress 0.15 .
oxygen_WOA_clim 0.14 0.12
density_WOA_clim 0.12 .
CHL 0.12 .
silicate_WOA_clim 0.08 .
NO3 0.06 .
eastward_wind 0.03 .
salinity_WOA_clim 0.01 .
O2 0.01 .
conductivity_WOA_clim . .
Si . .

KOK1606 bg2

alpha coefficients
variable stab est
sla 0.83 -0.052
par_12 0.69 0.061
par_3 0.68 .
nitrate_WOA_clim 0.65 2.122
par 0.62 -0.095
wind_stress 0.6 .
ugos 0.53 .
northward_wind 0.52 0.026
sss_cruise 0.5 -0.091
par_6 0.47 0.019
par_9 0.44 .
PO4 0.38 .
Fe 0.36 .
PP 0.32 -0.056
wind_speed 0.31 .
vgosa 0.28 .
vgos 0.28 .
sss 0.24 .
surface_downward_eastward_stress 0.23 -0.089
silicate_WOA_clim 0.22 -1.663
o2sat_WOA_clim 0.19 .
ugosa 0.16 .
AOU_WOA_clim 0.15 .
sst_cruise 0.14 -0.621
surface_downward_northward_stress 0.11 .
density_WOA_clim 0.1 .
phosphate_WOA_clim 0.1 .
PHYC 0.1 -0.584
NO3 0.08 .
eastward_wind 0.06 -0.001
sst 0.05 .
salinity_WOA_clim 0.03 .
O2 0.02 .
CHL 0.01 .
oxygen_WOA_clim . .
conductivity_WOA_clim . .
Si . .

KOK1606 bg1

alpha coefficients
variable stab est
wind_speed 0.75 -0.167
Fe 0.7 .
sla 0.53 0.123
par_12 0.51 .
par_3 0.5 .
par_9 0.48 .
nitrate_WOA_clim 0.46 -0.998
par 0.41 .
ugosa 0.4 .
par_6 0.39 -0.026
o2sat_WOA_clim 0.38 .
sss_cruise 0.37 .
PHYC 0.35 .
PO4 0.34 -0.099
northward_wind 0.34 -0.172
vgos 0.3 -0.018
ugos 0.3 0.024
CHL 0.26 .
sss 0.26 .
surface_downward_northward_stress 0.23 .
sst_cruise 0.19 .
surface_downward_eastward_stress 0.19 .
AOU_WOA_clim 0.16 .
vgosa 0.15 .
wind_stress 0.15 -0.126
sst 0.14 .
density_WOA_clim 0.13 .
phosphate_WOA_clim 0.13 .
silicate_WOA_clim 0.09 0.118
PP 0.09 .
eastward_wind 0.07 .
NO3 0.06 .
O2 0.02 .
salinity_WOA_clim 0.01 .
Si 0.01 .
oxygen_WOA_clim . .
conductivity_WOA_clim . .

KOK1606 bead

alpha coefficients
variable stab est
density_WOA_clim 0.88 -0.345
Fe 0.83 0.479
surface_downward_northward_stress 0.78 -0.24
par_9 0.7 -0.109
nitrate_WOA_clim 0.68 -1.068
sss_cruise 0.46 0.252
par_12 0.4 -0.058
northward_wind 0.39 0
sla 0.35 .
wind_speed 0.35 0.054
par_3 0.34 -0.032
ugos 0.29 -0.018
par 0.28 .
phosphate_WOA_clim 0.27 .
sss 0.22 .
ugosa 0.21 .
vgos 0.18 .
wind_stress 0.18 .
vgosa 0.16 .
par_6 0.14 .
sst_cruise 0.09 .
PP 0.08 .
salinity_WOA_clim 0.06 .
surface_downward_eastward_stress 0.06 .
o2sat_WOA_clim 0.05 .
NO3 0.04 .
AOU_WOA_clim 0.03 .
silicate_WOA_clim 0.03 .
PHYC 0.03 .
PO4 0.03 .
eastward_wind 0.02 .
CHL 0.01 .
sst 0.01 .
oxygen_WOA_clim . .
conductivity_WOA_clim . .
Si . .
O2 . .

KOK1606 pico1_

alpha coefficients
variable stab est
sss_cruise 0.99 -0.755
par_9 0.98 -0.292
sst_cruise 0.97 -1.378
nitrate_WOA_clim 0.9 -0.043
par_12 0.88 0.089
par_6 0.87 -0.091
wind_stress 0.86 -0.143
surface_downward_eastward_stress 0.83 0.045
sla 0.82 0.169
par_3 0.73 -0.076
northward_wind 0.73 0.001
CHL 0.71 4.094
par 0.67 0.034
Fe 0.65 0.388
ugosa 0.63 0.058
phosphate_WOA_clim 0.61 -1.166
sss 0.58 -0.012
vgos 0.49 -0.03
PO4 0.46 -0.915
density_WOA_clim 0.42 -0.35
vgosa 0.42 .
wind_speed 0.29 -0.046
surface_downward_northward_stress 0.28 .
ugos 0.25 .
PHYC 0.18 .
PP 0.18 .
silicate_WOA_clim 0.15 .
Si 0.15 .
salinity_WOA_clim 0.12 .
o2sat_WOA_clim 0.11 .
eastward_wind 0.11 .
AOU_WOA_clim 0.09 .
NO3 0.09 .
oxygen_WOA_clim 0.08 .
sst 0.07 .
O2 0.02 .
conductivity_WOA_clim . .

KOK1606 rest2_

alpha coefficients
variable stab est
sla 0.99 -0.198
northward_wind 0.93 0.104
surface_downward_eastward_stress 0.89 -0.303
par_6 0.83 -0.127
par_12 0.77 -0.099
vgos 0.7 0.022
nitrate_WOA_clim 0.59 0.423
sss_cruise 0.58 -0.628
par 0.52 -0.008
sst 0.44 0.489
par_3 0.43 -0.023
par_9 0.42 -0.014
density_WOA_clim 0.41 0.245
silicate_WOA_clim 0.41 .
ugos 0.32 .
wind_speed 0.28 .
phosphate_WOA_clim 0.25 .
wind_stress 0.24 -0.016
PO4 0.21 .
Fe 0.2 .
AOU_WOA_clim 0.17 -0.04
ugosa 0.15 .
eastward_wind 0.14 0.02
surface_downward_northward_stress 0.12 0.009
o2sat_WOA_clim 0.1 .
PHYC 0.1 .
PP 0.1 .
vgosa 0.1 .
sss 0.08 -0.005
NO3 0.06 .
sst_cruise 0.04 .
CHL 0.03 .
oxygen_WOA_clim 0.01 .
O2 0.01 .
salinity_WOA_clim . .
conductivity_WOA_clim . .
Si . .

KOK1606 pico3_

alpha coefficients
variable stab est
wind_speed 0.96 -0.251
sss_cruise 0.82 1.08
par_12 0.82 0.014
par_6 0.74 .
sla 0.72 0.038
Fe 0.68 -0.204
par_9 0.66 0.004
nitrate_WOA_clim 0.65 -0.948
northward_wind 0.6 0.086
sss 0.58 0.24
par_3 0.56 0.063
ugosa 0.53 -0.021
par 0.38 .
surface_downward_eastward_stress 0.35 0.296
PHYC 0.34 .
phosphate_WOA_clim 0.24 .
vgos 0.21 .
density_WOA_clim 0.19 0.038
surface_downward_northward_stress 0.19 .
silicate_WOA_clim 0.17 0.241
ugos 0.15 .
PO4 0.12 .
eastward_wind 0.11 .
vgosa 0.1 .
PP 0.09 .
wind_stress 0.09 .
NO3 0.08 .
sst 0.07 .
o2sat_WOA_clim 0.06 .
CHL 0.06 .
O2 0.05 .
AOU_WOA_clim 0.04 .
sst_cruise 0.04 .
salinity_WOA_clim 0.02 .
Si 0.02 .
oxygen_WOA_clim . .
conductivity_WOA_clim . .

KOK1606 pico2_1

alpha coefficients
variable stab est
par_3 1 0.323
par_9 1 0.155
Fe 0.96 0.381
par_6 0.91 0.055
sss_cruise 0.88 0.481
vgosa 0.8 -0.066
sla 0.78 -0.025
surface_downward_eastward_stress 0.78 0.163
nitrate_WOA_clim 0.75 0.237
PO4 0.62 0.161
ugos 0.62 0.02
par 0.59 0.046
wind_speed 0.58 0.091
par_12 0.54 .
sst 0.54 -0.579
silicate_WOA_clim 0.49 -0.236
northward_wind 0.46 -0.104
wind_stress 0.34 .
sss 0.34 .
vgos 0.31 .
surface_downward_northward_stress 0.28 .
o2sat_WOA_clim 0.23 -0.009
PP 0.2 .
sst_cruise 0.19 0.21
NO3 0.16 .
PHYC 0.15 0.053
AOU_WOA_clim 0.13 .
density_WOA_clim 0.13 .
ugosa 0.11 .
eastward_wind 0.09 .
phosphate_WOA_clim 0.08 .
O2 0.07 .
salinity_WOA_clim 0.06 .
CHL 0.06 .
oxygen_WOA_clim 0.04 .
Si 0.03 .
conductivity_WOA_clim . .

KOK1606 pro1

alpha coefficients
variable stab est
nitrate_WOA_clim 1 -6.542
northward_wind 1 -0.25
par_3 0.97 0.123
Fe 0.97 0.317
par_6 0.94 0.03
sss_cruise 0.91 0.219
sst_cruise 0.85 0.722
surface_downward_eastward_stress 0.84 0.071
ugos 0.83 -0.319
par_9 0.8 0.025
par_12 0.73 .
par 0.65 0.053
sst 0.59 -0.884
sss 0.57 0.639
PO4 0.54 0.305
ugosa 0.53 0.312
sla 0.52 .
wind_speed 0.51 -0.121
density_WOA_clim 0.42 -0.216
o2sat_WOA_clim 0.41 .
CHL 0.34 0.876
phosphate_WOA_clim 0.32 0.675
vgos 0.32 0.024
wind_stress 0.29 .
PP 0.23 0.003
vgosa 0.21 .
eastward_wind 0.17 .
NO3 0.16 .
surface_downward_northward_stress 0.16 .
O2 0.14 .
oxygen_WOA_clim 0.12 .
silicate_WOA_clim 0.09 .
salinity_WOA_clim 0.08 .
AOU_WOA_clim 0.07 .
PHYC 0.07 .
Si 0.02 .
conductivity_WOA_clim . .

KOK1606 syn

alpha coefficients
variable stab est
Fe 1 -0.74
o2sat_WOA_clim 0.98 -1
ugos 0.96 0.814
PHYC 0.88 2.372
sla 0.87 0.205
par_6 0.83 0.023
par_9 0.82 0.093
sst_cruise 0.8 -0.934
nitrate_WOA_clim 0.78 0.233
eastward_wind 0.77 -0.453
par 0.68 0.073
par_3 0.63 0.056
par_12 0.61 -0.082
vgosa 0.58 0.014
surface_downward_northward_stress 0.52 -0.026
northward_wind 0.51 -0.067
wind_speed 0.48 0.003
PP 0.33 .
PO4 0.32 -0.275
wind_stress 0.31 0.166
sss_cruise 0.28 .
ugosa 0.28 -0.534
phosphate_WOA_clim 0.19 -0.09
surface_downward_eastward_stress 0.19 .
oxygen_WOA_clim 0.15 0.308
sss 0.13 0.065
AOU_WOA_clim 0.12 .
sst 0.12 .
silicate_WOA_clim 0.11 -0.229
NO3 0.11 .
vgos 0.11 .
Si 0.1 .
density_WOA_clim 0.07 .
salinity_WOA_clim 0.05 .
CHL 0.04 .
O2 0.03 .
conductivity_WOA_clim . .

KOK1607 rest2_

alpha coefficients
variable stab est
density_WOA_clim 0.033 .
sss_cruise 0.022 .
par_3 0.022 .
phosphate_WOA_clim 0.011 .
par 0.011 .
par_9 0.011 .
sst 0.011 .
wind_stress 0.011 .
AOU_WOA_clim . .
o2sat_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
silicate_WOA_clim . .
sst_cruise . .
par_6 . .
par_12 . .
Si . .
NO3 . .
CHL . .
PHYC . .
PO4 . .
O2 . .
Fe . .
PP . .
vgosa . .
vgos . .
sla . .
ugosa . .
ugos . .
eastward_wind . .
surface_downward_eastward_stress . .
wind_speed . .
surface_downward_northward_stress . .
northward_wind . .
sss . .

KOK1607 bg

alpha coefficients
variable stab est
par_9 0.033 .
sss_cruise 0.022 .
par_12 0.022 .
northward_wind 0.022 .
density_WOA_clim 0.011 .
conductivity_WOA_clim 0.011 .
par 0.011 .
par_3 0.011 .
par_6 0.011 .
sst 0.011 .
Fe 0.011 .
vgosa 0.011 .
vgos 0.011 .
ugosa 0.011 .
wind_stress 0.011 .
surface_downward_northward_stress 0.011 .
AOU_WOA_clim . .
o2sat_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
silicate_WOA_clim . .
sst_cruise . .
Si . .
NO3 . .
CHL . .
PHYC . .
PO4 . .
O2 . .
PP . .
sla . .
ugos . .
eastward_wind . .
surface_downward_eastward_stress . .
wind_speed . .
sss . .

KOK1607 pico2_1

alpha coefficients
variable stab est
par_3 0.163 .
par_9 0.163 .
par_6 0.12 .
par_12 0.109 .
par 0.098 .
sst_cruise 0.087 .
wind_stress 0.087 .
wind_speed 0.054 .
conductivity_WOA_clim 0.043 .
sss_cruise 0.043 .
surface_downward_eastward_stress 0.043 .
surface_downward_northward_stress 0.043 .
density_WOA_clim 0.022 .
sst 0.022 .
AOU_WOA_clim 0.011 .
o2sat_WOA_clim 0.011 .
oxygen_WOA_clim 0.011 .
salinity_WOA_clim 0.011 .
PHYC 0.011 .
PO4 0.011 .
O2 0.011 .
Fe 0.011 .
vgosa 0.011 .
vgos 0.011 .
ugosa 0.011 .
eastward_wind 0.011 .
northward_wind 0.011 .
sss 0.011 .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
silicate_WOA_clim . .
Si . .
NO3 . .
CHL . .
PP . .
sla . .
ugos . .

KOK1607 pico1_

alpha coefficients
variable stab est
wind_stress 0.109 .
surface_downward_northward_stress 0.098 .
phosphate_WOA_clim 0.054 .
density_WOA_clim 0.043 .
salinity_WOA_clim 0.043 .
par 0.043 .
par_3 0.033 .
par_12 0.033 .
vgosa 0.033 .
sss_cruise 0.022 .
sst_cruise 0.022 .
northward_wind 0.022 .
AOU_WOA_clim 0.011 .
oxygen_WOA_clim 0.011 .
par_6 0.011 .
sla 0.011 .
ugosa 0.011 .
ugos 0.011 .
eastward_wind 0.011 .
surface_downward_eastward_stress 0.011 .
o2sat_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
silicate_WOA_clim . .
par_9 . .
Si . .
NO3 . .
CHL . .
PHYC . .
PO4 . .
O2 . .
sst . .
Fe . .
PP . .
vgos . .
wind_speed . .
sss . .

KOK1607 bead

alpha coefficients
variable stab est
sst_cruise 0.054 .
par_9 0.043 .
par_12 0.033 .
conductivity_WOA_clim 0.022 .
par 0.022 .
wind_stress 0.022 .
density_WOA_clim 0.011 .
oxygen_WOA_clim 0.011 .
nitrate_WOA_clim 0.011 .
sss_cruise 0.011 .
par_3 0.011 .
PHYC 0.011 .
vgosa 0.011 .
ugosa 0.011 .
surface_downward_eastward_stress 0.011 .
AOU_WOA_clim . .
o2sat_WOA_clim . .
salinity_WOA_clim . .
phosphate_WOA_clim . .
silicate_WOA_clim . .
par_6 . .
Si . .
NO3 . .
CHL . .
PO4 . .
O2 . .
sst . .
Fe . .
PP . .
vgos . .
sla . .
ugos . .
eastward_wind . .
wind_speed . .
surface_downward_northward_stress . .
northward_wind . .
sss . .

KOK1607 rest1_1

alpha coefficients
variable stab est
par_6 0.152 .
par_3 0.141 .
conductivity_WOA_clim 0.12 .
par_9 0.12 .
wind_speed 0.12 .
surface_downward_eastward_stress 0.109 .
par_12 0.076 .
sss_cruise 0.054 .
wind_stress 0.043 .
salinity_WOA_clim 0.033 .
par 0.033 .
vgosa 0.033 .
vgos 0.033 .
ugos 0.033 .
density_WOA_clim 0.022 .
sst_cruise 0.022 .
ugosa 0.022 .
AOU_WOA_clim 0.011 .
oxygen_WOA_clim 0.011 .
phosphate_WOA_clim 0.011 .
Si 0.011 .
Fe 0.011 .
surface_downward_northward_stress 0.011 .
northward_wind 0.011 .
sss 0.011 .
o2sat_WOA_clim . .
nitrate_WOA_clim . .
silicate_WOA_clim . .
NO3 . .
CHL . .
PHYC . .
PO4 . .
O2 . .
sst . .
PP . .
sla . .
eastward_wind . .

KOK1607 rest1_2

alpha coefficients
variable stab est
density_WOA_clim 0.098 .
par_9 0.076 .
par 0.065 .
eastward_wind 0.043 .
conductivity_WOA_clim 0.022 .
sst_cruise 0.022 .
surface_downward_northward_stress 0.022 .
salinity_WOA_clim 0.011 .
sss_cruise 0.011 .
par_3 0.011 .
par_12 0.011 .
CHL 0.011 .
PHYC 0.011 .
vgosa 0.011 .
ugosa 0.011 .
wind_stress 0.011 .
wind_speed 0.011 .
sss 0.011 .
AOU_WOA_clim . .
o2sat_WOA_clim . .
oxygen_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
silicate_WOA_clim . .
par_6 . .
Si . .
NO3 . .
PO4 . .
O2 . .
sst . .
Fe . .
PP . .
vgos . .
sla . .
ugos . .
surface_downward_eastward_stress . .
northward_wind . .

KOK1607 small

alpha coefficients
variable stab est
par 0.098 .
par_9 0.098 .
par_3 0.076 .
par_12 0.065 .
density_WOA_clim 0.043 .
ugosa 0.033 .
sss_cruise 0.022 .
ugos 0.022 .
wind_stress 0.022 .
eastward_wind 0.022 .
AOU_WOA_clim 0.011 .
o2sat_WOA_clim 0.011 .
oxygen_WOA_clim 0.011 .
salinity_WOA_clim 0.011 .
conductivity_WOA_clim 0.011 .
phosphate_WOA_clim 0.011 .
par_6 0.011 .
PHYC 0.011 .
vgosa 0.011 .
wind_speed 0.011 .
surface_downward_northward_stress 0.011 .
sss 0.011 .
nitrate_WOA_clim . .
silicate_WOA_clim . .
sst_cruise . .
Si . .
NO3 . .
CHL . .
PO4 . .
O2 . .
sst . .
Fe . .
PP . .
vgos . .
sla . .
surface_downward_eastward_stress . .
northward_wind . .

KOK1607 syn

alpha coefficients
variable stab est
surface_downward_northward_stress 0.109 .
salinity_WOA_clim 0.087 .
phosphate_WOA_clim 0.054 .
density_WOA_clim 0.033 .
ugosa 0.022 .
ugos 0.022 .
wind_stress 0.022 .
eastward_wind 0.022 .
par_12 0.011 .
surface_downward_eastward_stress 0.011 .
AOU_WOA_clim . .
o2sat_WOA_clim . .
oxygen_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
silicate_WOA_clim . .
sss_cruise . .
sst_cruise . .
par . .
par_3 . .
par_6 . .
par_9 . .
Si . .
NO3 . .
CHL . .
PHYC . .
PO4 . .
O2 . .
sst . .
Fe . .
PP . .
vgosa . .
vgos . .
sla . .
wind_speed . .
northward_wind . .
sss . .

KOK1607 pro1

alpha coefficients
variable stab est
par_12 0.098 .
par 0.076 .
par_3 0.076 .
vgosa 0.076 .
sss_cruise 0.065 .
par_6 0.065 .
par_9 0.065 .
surface_downward_eastward_stress 0.065 .
vgos 0.054 .
eastward_wind 0.054 .
conductivity_WOA_clim 0.033 .
sst_cruise 0.033 .
northward_wind 0.033 .
Si 0.022 .
ugosa 0.022 .
PO4 0.011 .
O2 0.011 .
ugos 0.011 .
surface_downward_northward_stress 0.011 .
AOU_WOA_clim . .
density_WOA_clim . .
o2sat_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
silicate_WOA_clim . .
NO3 . .
CHL . .
PHYC . .
sst . .
Fe . .
PP . .
sla . .
wind_stress . .
wind_speed . .
sss . .

KOK1608 pico2_2

alpha coefficients
variable stab est
par_3 0.37 .
par_9 0.23 .
par_6 0.2 .
Si 0.17 .
par 0.15 .
par_12 0.13 .
vgos 0.13 .
northward_wind 0.13 .
surface_downward_northward_stress 0.09 .
silicate_WOA_clim 0.08 .
wind_stress 0.07 .
sss 0.06 .
eastward_wind 0.05 .
o2sat_WOA_clim 0.04 .
sss_cruise 0.04 .
ugosa 0.04 .
surface_downward_eastward_stress 0.04 .
AOU_WOA_clim 0.03 .
sst_cruise 0.03 .
O2 0.03 .
Fe 0.03 .
CHL 0.02 .
PHYC 0.01 .
PO4 0.01 .
vgosa 0.01 .
density_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
NO3 . .
sst . .
PP . .
sla . .
ugos . .
wind_speed . .

KOK1608 croco

alpha coefficients
variable stab est
par_9 0.38 .
northward_wind 0.38 .
vgos 0.15 .
par_6 0.13 .
par_12 0.12 .
par_3 0.11 .
o2sat_WOA_clim 0.1 .
sss 0.1 .
sst_cruise 0.06 .
Si 0.06 .
par 0.05 .
wind_stress 0.05 .
surface_downward_northward_stress 0.05 .
sss_cruise 0.03 .
CHL 0.03 .
Fe 0.03 .
AOU_WOA_clim 0.02 .
O2 0.02 .
nitrate_WOA_clim 0.01 .
PO4 0.01 .
vgosa 0.01 .
surface_downward_eastward_stress 0.01 .
density_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
phosphate_WOA_clim . .
silicate_WOA_clim . .
NO3 . .
PHYC . .
sst . .
PP . .
sla . .
ugosa . .
ugos . .
eastward_wind . .
wind_speed . .

KOK1608 pico1_

alpha coefficients
variable stab est
surface_downward_northward_stress 0.28 .
wind_stress 0.24 .
sss_cruise 0.15 .
sss 0.13 .
vgos 0.11 .
surface_downward_eastward_stress 0.08 .
par_9 0.07 .
eastward_wind 0.06 .
par 0.05 .
Si 0.04 .
ugosa 0.04 .
northward_wind 0.04 .
par_3 0.03 .
par_6 0.03 .
par_12 0.02 .
PHYC 0.02 .
o2sat_WOA_clim 0.01 .
silicate_WOA_clim 0.01 .
sst_cruise 0.01 .
Fe 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
NO3 . .
CHL . .
PO4 . .
O2 . .
sst . .
PP . .
vgosa . .
sla . .
ugos . .
wind_speed . .

KOK1608 bead

alpha coefficients
variable stab est
par_6 0.11 .
wind_stress 0.11 .
par_9 0.1 .
surface_downward_eastward_stress 0.07 .
eastward_wind 0.06 .
sss 0.06 .
sss_cruise 0.05 .
par_3 0.05 .
surface_downward_northward_stress 0.04 .
par 0.03 .
par_12 0.03 .
northward_wind 0.03 .
o2sat_WOA_clim 0.02 .
vgos 0.02 .
AOU_WOA_clim 0.01 .
silicate_WOA_clim 0.01 .
sst_cruise 0.01 .
Si 0.01 .
CHL 0.01 .
PO4 0.01 .
O2 0.01 .
ugosa 0.01 .
density_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
NO3 . .
PHYC . .
sst . .
Fe . .
PP . .
vgosa . .
sla . .
ugos . .
wind_speed . .

KOK1608 pico2_1

alpha coefficients
variable stab est
par_6 0.29 .
par_3 0.22 .
Si 0.14 .
par_9 0.11 .
sss_cruise 0.07 .
par_12 0.07 .
wind_stress 0.07 .
sss 0.07 .
par 0.05 .
vgos 0.05 .
surface_downward_northward_stress 0.05 .
northward_wind 0.04 .
eastward_wind 0.03 .
surface_downward_eastward_stress 0.03 .
o2sat_WOA_clim 0.02 .
silicate_WOA_clim 0.02 .
Fe 0.02 .
AOU_WOA_clim 0.01 .
phosphate_WOA_clim 0.01 .
sst_cruise 0.01 .
PO4 0.01 .
ugosa 0.01 .
density_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
NO3 . .
CHL . .
PHYC . .
O2 . .
sst . .
PP . .
vgosa . .
sla . .
ugos . .
wind_speed . .

KOK1608 rest1_1

alpha coefficients
variable stab est
par_3 0.2 .
eastward_wind 0.16 .
par_6 0.14 .
par_9 0.12 .
par 0.1 .
sss 0.09 .
sss_cruise 0.06 .
sst_cruise 0.05 .
silicate_WOA_clim 0.03 .
PHYC 0.03 .
surface_downward_northward_stress 0.03 .
northward_wind 0.03 .
o2sat_WOA_clim 0.02 .
par_12 0.02 .
CHL 0.02 .
AOU_WOA_clim 0.01 .
PO4 0.01 .
vgos 0.01 .
surface_downward_eastward_stress 0.01 .
density_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
Si . .
NO3 . .
O2 . .
sst . .
Fe . .
PP . .
vgosa . .
sla . .
ugosa . .
ugos . .
wind_stress . .
wind_speed . .

KOK1608 rest1_2

alpha coefficients
variable stab est
surface_downward_northward_stress 0.13 .
par_3 0.12 .
wind_stress 0.09 .
sss 0.09 .
par_6 0.07 .
Si 0.07 .
sss_cruise 0.06 .
par 0.06 .
o2sat_WOA_clim 0.05 .
sst_cruise 0.05 .
par_9 0.05 .
vgos 0.05 .
eastward_wind 0.05 .
par_12 0.04 .
northward_wind 0.04 .
silicate_WOA_clim 0.02 .
ugosa 0.02 .
CHL 0.01 .
PHYC 0.01 .
Fe 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
NO3 . .
PO4 . .
O2 . .
sst . .
PP . .
vgosa . .
sla . .
ugos . .
surface_downward_eastward_stress . .
wind_speed . .

KOK1608 bg

alpha coefficients
variable stab est
surface_downward_northward_stress 0.3 .
par_3 0.14 .
wind_stress 0.11 .
par_9 0.1 .
sss 0.09 .
par_6 0.08 .
Si 0.07 .
vgos 0.06 .
northward_wind 0.06 .
par_12 0.05 .
par 0.04 .
o2sat_WOA_clim 0.03 .
sss_cruise 0.03 .
sst_cruise 0.02 .
PHYC 0.02 .
ugosa 0.02 .
eastward_wind 0.02 .
surface_downward_eastward_stress 0.02 .
silicate_WOA_clim 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
NO3 . .
CHL . .
PO4 . .
O2 . .
sst . .
Fe . .
PP . .
vgosa . .
sla . .
ugos . .
wind_speed . .

KOK1608 rest2_

alpha coefficients
variable stab est
par_6 0.19 .
surface_downward_northward_stress 0.17 .
northward_wind 0.13 .
sss 0.1 .
par_3 0.09 .
Si 0.08 .
vgos 0.07 .
par_9 0.06 .
wind_stress 0.06 .
sss_cruise 0.04 .
o2sat_WOA_clim 0.03 .
sst_cruise 0.03 .
par 0.03 .
silicate_WOA_clim 0.02 .
ugosa 0.02 .
eastward_wind 0.02 .
par_12 0.01 .
Fe 0.01 .
surface_downward_eastward_stress 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
NO3 . .
CHL . .
PHYC . .
PO4 . .
O2 . .
sst . .
PP . .
vgosa . .
sla . .
ugos . .
wind_speed . .

KOK1608 pro1

alpha coefficients
variable stab est
par_9 0.23 .
par_6 0.22 .
sss 0.17 .
northward_wind 0.13 .
sss_cruise 0.09 .
par 0.06 .
par_12 0.05 .
par_3 0.04 .
Si 0.04 .
o2sat_WOA_clim 0.03 .
vgos 0.02 .
eastward_wind 0.02 .
surface_downward_northward_stress 0.02 .
silicate_WOA_clim 0.01 .
sst_cruise 0.01 .
CHL 0.01 .
PHYC 0.01 .
surface_downward_eastward_stress 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
NO3 . .
PO4 . .
O2 . .
sst . .
Fe . .
PP . .
vgosa . .
sla . .
ugosa . .
ugos . .
wind_stress . .
wind_speed . .

KOK1609 pico2_1

alpha coefficients
variable stab est
par_3 0.66 0.478
par_9 0.64 0.215
par_12 0.59 0.226
ugosa 0.54 0.53
par 0.49 0.052
par_6 0.44 .
nitrate_WOA_clim 0.4 -6.694
sst_cruise 0.4 0.366
vgosa 0.39 0.086
surface_downward_northward_stress 0.36 -0.089
CHL 0.33 .
sss_cruise 0.27 .
northward_wind 0.25 .
conductivity_WOA_clim 0.19 .
ugos 0.19 .
wind_stress 0.14 .
PO4 0.13 .
sss 0.12 .
eastward_wind 0.1 .
o2sat_WOA_clim 0.08 .
wind_speed 0.08 .
Si 0.06 .
AOU_WOA_clim 0.04 .
vgos 0.04 .
oxygen_WOA_clim 0.03 .
sst 0.03 .
sla 0.03 .
Fe 0.02 .
PP 0.02 .
surface_downward_eastward_stress 0.02 .
density_WOA_clim 0.01 .
phosphate_WOA_clim 0.01 .
PHYC 0.01 .
O2 0.01 .
salinity_WOA_clim . .
silicate_WOA_clim . .
NO3 . .

KOK1609 rest1_2

alpha coefficients
variable stab est
par_9 0.31 .
par 0.27 -0.09
par_6 0.25 .
par_3 0.21 .
nitrate_WOA_clim 0.2 .
par_12 0.18 .
ugosa 0.18 .
sss_cruise 0.17 .
CHL 0.17 .
ugos 0.13 0.088
sst_cruise 0.12 .
wind_speed 0.11 .
eastward_wind 0.08 0.049
surface_downward_northward_stress 0.08 .
vgos 0.06 .
conductivity_WOA_clim 0.05 .
O2 0.05 .
northward_wind 0.05 .
Si 0.04 .
vgosa 0.04 .
wind_stress 0.04 .
silicate_WOA_clim 0.02 .
PHYC 0.02 .
PO4 0.02 .
sst 0.02 .
PP 0.02 .
surface_downward_eastward_stress 0.02 .
AOU_WOA_clim 0.01 .
density_WOA_clim 0.01 .
o2sat_WOA_clim 0.01 .
salinity_WOA_clim 0.01 .
oxygen_WOA_clim . .
phosphate_WOA_clim . .
NO3 . .
Fe . .
sla . .
sss . .

KOK1609 pico1_

alpha coefficients
variable stab est
ugosa 0.47 -0.231
par_6 0.41 0.088
nitrate_WOA_clim 0.38 -1.674
surface_downward_northward_stress 0.31 0.02
CHL 0.3 2.333
par_3 0.28 .
par_12 0.28 .
sss_cruise 0.23 .
par 0.23 .
Si 0.21 .
PO4 0.19 0.403
par_9 0.17 .
conductivity_WOA_clim 0.16 .
vgosa 0.15 .
wind_speed 0.15 .
eastward_wind 0.11 .
O2 0.09 .
o2sat_WOA_clim 0.07 .
ugos 0.06 .
sst_cruise 0.05 .
vgos 0.04 .
northward_wind 0.04 .
AOU_WOA_clim 0.03 .
surface_downward_eastward_stress 0.03 .
sss 0.03 .
silicate_WOA_clim 0.02 .
wind_stress 0.02 .
density_WOA_clim 0.01 .
oxygen_WOA_clim 0.01 .
salinity_WOA_clim 0.01 .
phosphate_WOA_clim 0.01 .
PHYC 0.01 .
sst 0.01 .
PP 0.01 .
NO3 . .
Fe . .
sla . .

KOK1609 croco

alpha coefficients
variable stab est
par_3 0.7 0.69
CHL 0.59 55.727
par_12 0.55 0.255
conductivity_WOA_clim 0.44 -6.874
par 0.44 0.074
par_9 0.44 0.174
northward_wind 0.43 0.16
sss_cruise 0.36 .
par_6 0.35 .
wind_stress 0.33 0.211
ugosa 0.31 .
vgosa 0.28 .
nitrate_WOA_clim 0.27 .
eastward_wind 0.25 .
PO4 0.24 -0.129
ugos 0.21 .
sst 0.16 .
o2sat_WOA_clim 0.14 .
sst_cruise 0.12 .
AOU_WOA_clim 0.11 .
phosphate_WOA_clim 0.09 .
surface_downward_northward_stress 0.09 .
oxygen_WOA_clim 0.08 .
vgos 0.08 .
surface_downward_eastward_stress 0.08 .
wind_speed 0.06 .
density_WOA_clim 0.04 .
salinity_WOA_clim 0.03 .
PP 0.03 .
sss 0.03 .
Si 0.02 .
Fe 0.02 .
silicate_WOA_clim 0.01 .
NO3 . .
PHYC . .
O2 . .
sla . .

KOK1609 syn

alpha coefficients
variable stab est
CHL 0.32 -10.723
sss_cruise 0.29 -1.46
par_3 0.25 .
surface_downward_northward_stress 0.24 .
ugosa 0.2 .
par_9 0.19 .
par_12 0.18 .
wind_stress 0.16 0.266
wind_speed 0.16 .
nitrate_WOA_clim 0.12 .
par_6 0.12 .
conductivity_WOA_clim 0.1 .
o2sat_WOA_clim 0.08 .
par 0.07 .
Si 0.07 .
surface_downward_eastward_stress 0.06 .
northward_wind 0.06 .
oxygen_WOA_clim 0.05 .
eastward_wind 0.05 .
PO4 0.04 .
ugos 0.04 .
AOU_WOA_clim 0.03 .
phosphate_WOA_clim 0.03 .
vgosa 0.03 .
vgos 0.03 .
sss 0.03 .
sst_cruise 0.02 .
O2 0.02 .
density_WOA_clim 0.01 .
sst 0.01 .
salinity_WOA_clim . .
silicate_WOA_clim . .
NO3 . .
PHYC . .
Fe . .
PP . .
sla . .

KOK1609 rest2_

alpha coefficients
variable stab est
par_9 0.55 -0.01
par_6 0.51 -0.066
par 0.25 -0.04
par_3 0.25 -0.018
CHL 0.14 .
surface_downward_northward_stress 0.13 .
sss_cruise 0.11 .
PO4 0.11 .
nitrate_WOA_clim 0.09 .
ugosa 0.07 .
eastward_wind 0.06 .
surface_downward_eastward_stress 0.06 .
par_12 0.05 .
ugos 0.05 .
Si 0.03 .
vgosa 0.03 .
wind_stress 0.03 .
conductivity_WOA_clim 0.02 .
PP 0.02 .
northward_wind 0.02 .
o2sat_WOA_clim 0.01 .
silicate_WOA_clim 0.01 .
sst_cruise 0.01 .
vgos 0.01 .
wind_speed 0.01 .
sss 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
phosphate_WOA_clim . .
NO3 . .
PHYC . .
O2 . .
sst . .
Fe . .
sla . .

KOK1609 pro1

alpha coefficients
variable stab est
par_6 0.61 0.122
sss_cruise 0.6 4.08
CHL 0.58 -20.898
par_12 0.57 -0.038
par_3 0.56 0.146
par_9 0.5 0.103
nitrate_WOA_clim 0.46 12.341
par 0.43 0.043
ugosa 0.38 0.015
wind_speed 0.32 -0.317
Si 0.31 -0.368
wind_stress 0.31 .
conductivity_WOA_clim 0.29 .
sss 0.29 0.282
ugos 0.23 0.291
surface_downward_northward_stress 0.19 -0.017
vgosa 0.16 .
o2sat_WOA_clim 0.15 .
northward_wind 0.11 0
vgos 0.09 .
surface_downward_eastward_stress 0.09 .
eastward_wind 0.08 .
oxygen_WOA_clim 0.04 .
sst_cruise 0.04 .
PO4 0.04 .
AOU_WOA_clim 0.03 .
phosphate_WOA_clim 0.02 .
O2 0.02 .
density_WOA_clim 0.01 .
PHYC 0.01 .
sst 0.01 .
Fe 0.01 .
PP 0.01 .
salinity_WOA_clim . .
silicate_WOA_clim . .
NO3 . .
sla . .

KOK1609 bg2

alpha coefficients
variable stab est
par 0.3 .
ugosa 0.27 .
par_3 0.26 .
nitrate_WOA_clim 0.24 .
sss_cruise 0.22 -0.354
par_6 0.22 .
wind_speed 0.21 .
par_9 0.18 .
conductivity_WOA_clim 0.11 .
Si 0.11 .
CHL 0.08 .
wind_stress 0.08 .
par_12 0.07 .
vgosa 0.07 .
ugos 0.07 .
PO4 0.05 .
surface_downward_northward_stress 0.05 .
o2sat_WOA_clim 0.04 .
sst_cruise 0.04 .
vgos 0.03 .
eastward_wind 0.03 .
O2 0.02 .
oxygen_WOA_clim 0.01 .
Fe 0.01 .
PP 0.01 .
surface_downward_eastward_stress 0.01 .
sss 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
salinity_WOA_clim . .
phosphate_WOA_clim . .
silicate_WOA_clim . .
NO3 . .
PHYC . .
sst . .
sla . .
northward_wind . .

KOK1609 rest1_1

alpha coefficients
variable stab est
par_9 0.34 -0.006
par 0.33 -0.049
par_6 0.3 -0.019
nitrate_WOA_clim 0.27 2.595
ugosa 0.27 -0.009
par_3 0.26 .
par_12 0.21 .
sst_cruise 0.17 -0.245
Si 0.13 .
CHL 0.13 .
vgosa 0.09 .
ugos 0.09 .
sss_cruise 0.07 .
wind_stress 0.07 .
eastward_wind 0.07 .
northward_wind 0.07 .
surface_downward_eastward_stress 0.06 .
surface_downward_northward_stress 0.06 .
sss 0.06 .
conductivity_WOA_clim 0.05 .
PO4 0.04 .
O2 0.04 .
wind_speed 0.04 .
o2sat_WOA_clim 0.03 .
vgos 0.03 .
AOU_WOA_clim 0.01 .
silicate_WOA_clim 0.01 .
PHYC 0.01 .
sst 0.01 .
PP 0.01 .
density_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
phosphate_WOA_clim . .
NO3 . .
Fe . .
sla . .

KOK1609 bg1

alpha coefficients
variable stab est
par_9 0.3 -0.002
par_6 0.22 -0.033
par 0.19 .
nitrate_WOA_clim 0.17 .
CHL 0.17 .
sss_cruise 0.16 .
wind_speed 0.15 .
par_3 0.14 .
ugosa 0.12 .
wind_stress 0.12 .
par_12 0.11 .
PO4 0.1 .
conductivity_WOA_clim 0.08 .
Si 0.08 .
surface_downward_northward_stress 0.07 .
ugos 0.06 .
eastward_wind 0.05 .
vgosa 0.04 .
sst_cruise 0.03 .
O2 0.03 .
vgos 0.03 .
AOU_WOA_clim 0.02 .
o2sat_WOA_clim 0.02 .
surface_downward_eastward_stress 0.02 .
sss 0.02 .
density_WOA_clim 0.01 .
oxygen_WOA_clim 0.01 .
sst 0.01 .
PP 0.01 .
northward_wind 0.01 .
salinity_WOA_clim . .
phosphate_WOA_clim . .
silicate_WOA_clim . .
NO3 . .
PHYC . .
Fe . .
sla . .

MGL1704 pico2_1

alpha coefficients
variable stab est
par 0.98 0.142
Si 0.97 1.393
surface_downward_eastward_stress 0.97 1.287
par_9 0.94 0.139
sla 0.93 0.017
par_6 0.91 -0.002
eastward_wind 0.90 -0.895
northward_wind 0.90 0.543
ugosa 0.89 0.533
vgos 0.88 0.23
silicate_WOA_clim 0.85 -1.349
o2sat_WOA_clim 0.83 0.493
sss_cruise 0.82 0.001
par_3 0.81 0.019
CHL 0.79 -3.856
par_12 0.77 .
sst_cruise 0.75 -0.567
surface_downward_northward_stress 0.75 -0.412
sss 0.75 0.954
wind_speed 0.69 -0.086
sst 0.67 0.554
ugos 0.62 -0.475
nitrate_WOA_clim 0.59 0.455
PP 0.58 0.181
Fe 0.57 0.179
PO4 0.50 0.165
PHYC 0.48 -0.427
O2 0.46 0.411
wind_stress 0.44 0.006
vgosa 0.42 .
AOU_WOA_clim 0.41 -0.004
density_WOA_clim 0.40 .
salinity_WOA_clim 0.22 .
phosphate_WOA_clim 0.21 .
NO3 0.10 .
conductivity_WOA_clim 0.09 .
oxygen_WOA_clim 0.08 .

MGL1704 bg2

alpha coefficients
variable stab est
northward_wind 0.84 0.281
par_12 0.82 -0.166
sss_cruise 0.78 -0.015
sla 0.78 0.031
par_3 0.76 -0.087
par_6 0.71 -0.106
silicate_WOA_clim 0.7 -0.28
par 0.69 0.008
ugosa 0.69 0.432
Fe 0.68 -0.235
par_9 0.66 0.029
CHL 0.65 3.836
Si 0.64 .
PP 0.64 0.258
wind_speed 0.64 .
density_WOA_clim 0.63 -0.507
eastward_wind 0.61 .
surface_downward_eastward_stress 0.56 0.028
sst_cruise 0.55 0.837
surface_downward_northward_stress 0.54 -0.151
vgos 0.48 .
o2sat_WOA_clim 0.47 -0.001
salinity_WOA_clim 0.41 -0.915
ugos 0.41 -0.307
phosphate_WOA_clim 0.36 0.034
sst 0.36 -0.017
sss 0.36 .
nitrate_WOA_clim 0.35 0.069
wind_stress 0.32 .
AOU_WOA_clim 0.3 0.028
vgosa 0.26 .
PO4 0.25 .
O2 0.14 .
NO3 0.07 .
PHYC 0.05 .
conductivity_WOA_clim 0.02 .
oxygen_WOA_clim . .

MGL1704 syn

alpha coefficients
variable stab est
nitrate_WOA_clim 1 -2.264
sla 1 -1.198
wind_stress 0.97 -0.825
Si 0.95 3.82
northward_wind 0.94 -0.374
par_9 0.92 0.118
ugos 0.9 0.224
surface_downward_eastward_stress 0.89 -0.565
par 0.87 0.144
par_12 0.86 0.066
par_6 0.8 0.047
par_3 0.74 -0.032
sst_cruise 0.73 -0.415
wind_speed 0.67 0.554
silicate_WOA_clim 0.59 -0.157
vgosa 0.58 0.044
PP 0.57 -0.363
sss 0.56 -0.986
sss_cruise 0.54 0.044
Fe 0.51 -0.055
o2sat_WOA_clim 0.5 .
surface_downward_northward_stress 0.5 .
vgos 0.38 .
eastward_wind 0.32 0.089
salinity_WOA_clim 0.3 0.223
sst 0.24 .
CHL 0.23 .
ugosa 0.22 .
AOU_WOA_clim 0.21 0.02
phosphate_WOA_clim 0.14 .
PO4 0.12 .
NO3 0.11 .
oxygen_WOA_clim 0.08 .
O2 0.08 .
conductivity_WOA_clim 0.02 .
PHYC 0.02 .
density_WOA_clim . .

MGL1704 rest1_1

alpha coefficients
variable stab est
par_3 0.89 -0.087
par 0.79 -0.046
wind_speed 0.79 0.054
sss_cruise 0.76 0.137
sla 0.75 -0.148
northward_wind 0.68 0.001
Si 0.61 -0.226
density_WOA_clim 0.6 0.107
Fe 0.6 -0.026
surface_downward_northward_stress 0.59 0.164
par_12 0.58 .
ugosa 0.58 -0.197
silicate_WOA_clim 0.57 0.157
par_9 0.56 -0.022
o2sat_WOA_clim 0.53 .
par_6 0.53 0.002
ugos 0.52 0.207
CHL 0.51 .
eastward_wind 0.46 -0.019
vgos 0.45 0.009
AOU_WOA_clim 0.4 .
vgosa 0.4 .
PP 0.38 .
PO4 0.36 .
sst_cruise 0.35 .
salinity_WOA_clim 0.3 .
nitrate_WOA_clim 0.3 .
surface_downward_eastward_stress 0.27 .
O2 0.24 0.037
wind_stress 0.23 -0.01
sss 0.15 .
sst 0.13 0.012
phosphate_WOA_clim 0.07 .
NO3 0.07 .
PHYC 0.05 .
conductivity_WOA_clim 0.01 .
oxygen_WOA_clim . .

MGL1704 bg1

alpha coefficients
variable stab est
silicate_WOA_clim 0.89 0.814
o2sat_WOA_clim 0.87 -0.132
par_6 0.84 -0.1
sss_cruise 0.77 -0.001
Si 0.74 -1.038
CHL 0.73 2.397
par_3 0.64 -0.019
AOU_WOA_clim 0.54 0.021
eastward_wind 0.53 0.003
par_9 0.51 -0.005
sla 0.5 -0.085
northward_wind 0.49 .
Fe 0.47 -0.129
wind_speed 0.47 0.023
par_12 0.46 .
PP 0.37 0.02
par 0.36 .
vgos 0.33 .
ugos 0.32 .
nitrate_WOA_clim 0.3 .
PO4 0.28 0.001
density_WOA_clim 0.27 0.023
ugosa 0.24 .
surface_downward_northward_stress 0.2 .
sst_cruise 0.18 .
O2 0.18 0.006
wind_stress 0.18 .
vgosa 0.16 -0.026
surface_downward_eastward_stress 0.06 .
salinity_WOA_clim 0.04 .
phosphate_WOA_clim 0.04 .
sst 0.04 .
oxygen_WOA_clim 0.01 .
sss 0.01 .
conductivity_WOA_clim . .
NO3 . .
PHYC . .

MGL1704 pico3_

alpha coefficients
variable stab est
par_9 0.96 -0.209
o2sat_WOA_clim 0.94 0.97
PP 0.94 -1.081
sss_cruise 0.86 -0.025
northward_wind 0.85 0.329
par 0.77 -0.073
silicate_WOA_clim 0.73 -1.298
par_3 0.72 -0.019
par_6 0.71 0.04
sla 0.69 0.002
par_12 0.65 .
vgosa 0.65 -0.152
ugosa 0.65 -0.103
wind_stress 0.60 .
wind_speed 0.60 -0.194
density_WOA_clim 0.59 -0.64
AOU_WOA_clim 0.57 -0.036
PO4 0.57 -0.37
ugos 0.57 .
Si 0.56 1.757
CHL 0.55 3.746
eastward_wind 0.50 .
surface_downward_northward_stress 0.48 -0.216
nitrate_WOA_clim 0.45 .
sss 0.42 0.285
sst_cruise 0.41 .
sst 0.39 -0.465
surface_downward_eastward_stress 0.39 .
Fe 0.32 .
vgos 0.29 0.026
NO3 0.24 -0.316
phosphate_WOA_clim 0.10 .
conductivity_WOA_clim 0.07 .
salinity_WOA_clim 0.05 .
PHYC 0.05 .
O2 0.04 .
oxygen_WOA_clim 0.03 .

MGL1704 rest1_2

alpha coefficients
variable stab est
sss_cruise 0.97 0.132
ugos 0.96 0.215
wind_speed 0.94 0.145
par_6 0.92 -0.156
par_3 0.74 0.037
par_9 0.74 .
vgos 0.72 -0.167
silicate_WOA_clim 0.71 0.253
nitrate_WOA_clim 0.69 0.103
Fe 0.68 0.214
Si 0.65 0.885
eastward_wind 0.63 -0.073
par 0.62 .
surface_downward_eastward_stress 0.62 -0.089
surface_downward_northward_stress 0.61 0.006
par_12 0.60 -0.031
sla 0.60 -0.002
ugosa 0.59 -0.132
CHL 0.56 -0.005
PP 0.56 -0.237
sss 0.49 -0.186
PO4 0.45 -0.512
wind_stress 0.37 .
northward_wind 0.36 .
sst_cruise 0.35 0.032
AOU_WOA_clim 0.34 -0.063
vgosa 0.32 .
salinity_WOA_clim 0.29 -0.148
sst 0.25 .
o2sat_WOA_clim 0.22 .
density_WOA_clim 0.20 .
phosphate_WOA_clim 0.20 .
oxygen_WOA_clim 0.18 .
conductivity_WOA_clim 0.12 .
PHYC 0.08 .
O2 0.07 .
NO3 0.03 .

MGL1704 rest2_

alpha coefficients
variable stab est
par_9 0.98 -0.113
wind_stress 0.98 0.16
sss_cruise 0.96 0.074
silicate_WOA_clim 0.95 2.224
northward_wind 0.95 -0.152
sst_cruise 0.94 0.636
par_3 0.89 0.118
par_12 0.89 -0.071
par 0.88 -0.107
sla 0.88 0.122
par_6 0.86 -0.16
surface_downward_eastward_stress 0.85 0.409
sst 0.83 0.81
o2sat_WOA_clim 0.8 0.342
eastward_wind 0.71 0.005
vgosa 0.7 -0.079
AOU_WOA_clim 0.66 -0.146
surface_downward_northward_stress 0.66 0.115
Si 0.63 -0.703
Fe 0.62 0.258
vgos 0.61 -0.277
ugos 0.58 0.045
PP 0.53 0.058
PHYC 0.44 0.436
wind_speed 0.41 -0.041
density_WOA_clim 0.4 .
ugosa 0.39 .
CHL 0.35 0.354
phosphate_WOA_clim 0.33 .
sss 0.29 -0.049
nitrate_WOA_clim 0.25 0.001
PO4 0.22 .
O2 0.15 .
salinity_WOA_clim 0.14 -0.023
oxygen_WOA_clim 0.11 0.034
conductivity_WOA_clim . .
NO3 . .

MGL1704 pico1_

alpha coefficients
variable stab est
par_9 0.94 0.31
ugos 0.94 -0.667
par_12 0.92 0.018
sss_cruise 0.91 -0.128
sla 0.91 0.763
o2sat_WOA_clim 0.89 -1.972
silicate_WOA_clim 0.87 -2.949
par 0.85 0.101
par_6 0.85 0.072
density_WOA_clim 0.82 3.787
par_3 0.82 0.22
eastward_wind 0.81 -0.982
wind_speed 0.81 -0.894
sst_cruise 0.80 -3.745
sss 0.79 4.581
wind_stress 0.67 0.893
sst 0.62 -1.326
PHYC 0.61 4.619
vgosa 0.61 0.3
surface_downward_northward_stress 0.61 .
surface_downward_eastward_stress 0.59 1.275
northward_wind 0.58 -0.27
Si 0.57 .
ugosa 0.57 0.132
CHL 0.56 -4.739
PO4 0.56 -0.782
PP 0.55 .
Fe 0.52 1.944
AOU_WOA_clim 0.45 0.014
vgos 0.41 .
phosphate_WOA_clim 0.38 .
nitrate_WOA_clim 0.27 -0.248
salinity_WOA_clim 0.14 .
NO3 0.08 .
O2 0.08 .
conductivity_WOA_clim 0.07 .
oxygen_WOA_clim 0.01 .

MGL1704 pro1

alpha coefficients
variable stab est
phosphate_WOA_clim 1.00 -1.835
par_6 0.99 0.11
northward_wind 0.99 -0.5
sla 0.93 -0.197
salinity_WOA_clim 0.91 1.516
sst_cruise 0.90 1.096
par 0.88 -0.069
NO3 0.85 1.088
wind_speed 0.83 .
ugos 0.79 -0.067
eastward_wind 0.79 0.244
silicate_WOA_clim 0.75 3.764
surface_downward_eastward_stress 0.73 -0.249
par_3 0.71 0.036
par_9 0.71 .
PHYC 0.69 -0.782
par_12 0.68 0.001
PO4 0.68 1.082
O2 0.67 -0.913
sss_cruise 0.64 -0.092
vgosa 0.58 .
Fe 0.52 .
sss 0.50 -0.212
conductivity_WOA_clim 0.48 .
o2sat_WOA_clim 0.44 -0.083
CHL 0.44 .
ugosa 0.42 .
wind_stress 0.40 -0.306
vgos 0.36 -0.029
AOU_WOA_clim 0.35 .
surface_downward_northward_stress 0.26 .
density_WOA_clim 0.25 .
sst 0.23 .
PP 0.19 .
Si 0.06 .
oxygen_WOA_clim 0.03 .
nitrate_WOA_clim 0.01 .

KM1708 bg2

alpha coefficients
variable stab est
par_6 0.16 -0.045
sst_cruise 0.11 -0.366
par_3 0.11 -0.058
par_9 0.1 .
par_12 0.05 .
sss_cruise 0.04 .
par 0.04 -0.005
vgos 0.04 .
wind_stress 0.04 .
O2 0.03 -0.012
sst 0.03 0.774
silicate_WOA_clim 0.02 .
vgosa 0.02 .
ugos 0.02 0.032
eastward_wind 0.02 .
surface_downward_northward_stress 0.02 .
o2sat_WOA_clim 0.01 .
oxygen_WOA_clim 0.01 .
salinity_WOA_clim 0.01 .
nitrate_WOA_clim 0.01 .
Fe 0.01 .
northward_wind 0.01 .
sss 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
conductivity_WOA_clim . .
phosphate_WOA_clim . .
Si . .
NO3 . .
CHL . .
PHYC . .
PO4 . .
PP . .
sla . .
ugosa . .
surface_downward_eastward_stress . .
wind_speed . .

KM1708 bead

alpha coefficients
variable stab est
par_6 0.11 .
sst_cruise 0.1 -0.437
par_9 0.1 -0.015
par_12 0.09 0.024
sss_cruise 0.08 -0.878
par 0.07 .
par_3 0.06 .
ugos 0.06 .
surface_downward_northward_stress 0.06 0.178
vgosa 0.05 .
eastward_wind 0.05 .
vgos 0.04 0.013
AOU_WOA_clim 0.03 .
phosphate_WOA_clim 0.03 .
sst 0.03 .
northward_wind 0.03 .
o2sat_WOA_clim 0.02 .
silicate_WOA_clim 0.02 .
ugosa 0.02 .
wind_stress 0.02 .
surface_downward_eastward_stress 0.02 .
wind_speed 0.02 .
sss 0.02 0.02
Si 0.01 .
PO4 0.01 .
O2 0.01 .
sla 0.01 .
density_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . -0.068
conductivity_WOA_clim . .
nitrate_WOA_clim . -0.276
NO3 . .
CHL . .
PHYC . .
Fe . .
PP . .

KM1708 croco

alpha coefficients
variable stab est
par_9 0.49 0.289
par_3 0.47 0.203
AOU_WOA_clim 0.41 -3.269
par 0.34 0.337
CHL 0.32 57.919
par_6 0.25 0.191
sss 0.2 .
sss_cruise 0.19 -0.8
par_12 0.19 0.172
oxygen_WOA_clim 0.1 1.841
sst_cruise 0.1 -0.428
Si 0.09 23.291
vgos 0.09 .
ugosa 0.09 -0.009
wind_stress 0.09 0.097
northward_wind 0.09 -0.002
phosphate_WOA_clim 0.08 .
vgosa 0.08 .
surface_downward_northward_stress 0.08 .
eastward_wind 0.07 .
wind_speed 0.07 .
ugos 0.06 .
conductivity_WOA_clim 0.05 .
silicate_WOA_clim 0.04 .
sst 0.03 .
o2sat_WOA_clim 0.02 .
PO4 0.02 -9.753
O2 0.01 2.183
Fe 0.01 .
surface_downward_eastward_stress 0.01 .
density_WOA_clim . .
salinity_WOA_clim . .
nitrate_WOA_clim . .
NO3 . .
PHYC . .
PP . .
sla . .

KM1708 bg1

alpha coefficients
variable stab est
par_6 0.21 0
par 0.15 -0.316
sst_cruise 0.13 -0.388
par_3 0.13 0.003
par_9 0.12 .
AOU_WOA_clim 0.08 .
par_12 0.07 .
sss_cruise 0.06 .
vgos 0.06 .
eastward_wind 0.06 .
surface_downward_northward_stress 0.06 -0.102
sss 0.06 -0.416
wind_stress 0.05 -0.241
sst 0.04 -1.709
vgosa 0.04 .
ugos 0.04 -0.009
o2sat_WOA_clim 0.03 .
Si 0.03 .
sla 0.03 .
ugosa 0.03 .
oxygen_WOA_clim 0.02 .
silicate_WOA_clim 0.02 .
CHL 0.02 .
surface_downward_eastward_stress 0.02 .
northward_wind 0.02 .
density_WOA_clim 0.01 .
salinity_WOA_clim 0.01 .
conductivity_WOA_clim 0.01 .
nitrate_WOA_clim 0.01 6.278
phosphate_WOA_clim . -1.767
NO3 . .
PHYC . .
PO4 . .
O2 . .
Fe . .
PP . .
wind_speed . .

KM1708 pico4_

alpha coefficients
variable stab est
par_6 0.24 .
par_3 0.2 .
par 0.18 0.002
par_9 0.14 -0.152
sst_cruise 0.09 .
sss_cruise 0.08 .
silicate_WOA_clim 0.06 .
eastward_wind 0.06 .
phosphate_WOA_clim 0.05 .
northward_wind 0.05 .
par_12 0.04 -0.024
sla 0.04 .
wind_speed 0.04 .
vgosa 0.03 .
vgos 0.03 .
nitrate_WOA_clim 0.02 .
sst 0.02 .
Fe 0.02 .
ugosa 0.02 .
surface_downward_eastward_stress 0.02 .
sss 0.02 0.028
AOU_WOA_clim 0.01 1.462
conductivity_WOA_clim 0.01 .
Si 0.01 .
CHL 0.01 .
PO4 0.01 .
ugos 0.01 .
wind_stress 0.01 .
surface_downward_northward_stress 0.01 .
density_WOA_clim . .
o2sat_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
NO3 . .
PHYC . .
O2 . .
PP . .

KM1708 rest1_1

alpha coefficients
variable stab est
par_6 0.23 -0.025
par_9 0.15 .
par 0.13 -0.006
par_12 0.13 0.001
sss_cruise 0.11 .
silicate_WOA_clim 0.1 .
par_3 0.09 0.031
eastward_wind 0.09 .
sst_cruise 0.08 0.137
conductivity_WOA_clim 0.07 .
phosphate_WOA_clim 0.07 0.861
vgos 0.06 -0.002
ugosa 0.06 .
AOU_WOA_clim 0.05 .
sla 0.05 -0.058
sss 0.05 .
Si 0.04 .
ugos 0.04 .
wind_speed 0.04 -0.015
oxygen_WOA_clim 0.03 .
salinity_WOA_clim 0.03 .
nitrate_WOA_clim 0.03 .
surface_downward_northward_stress 0.03 .
vgosa 0.02 0
northward_wind 0.02 .
CHL 0.01 .
PO4 0.01 .
O2 0.01 .
wind_stress 0.01 .
surface_downward_eastward_stress 0.01 .
density_WOA_clim . .
o2sat_WOA_clim . .
NO3 . .
PHYC . .
sst . .
Fe . .
PP . .

KM1708 pico2_1

alpha coefficients
variable stab est
par_6 0.49 0.378
par_3 0.38 .
par 0.37 0.28
sst_cruise 0.3 2.377
par_9 0.28 0.026
silicate_WOA_clim 0.22 1.58
eastward_wind 0.2 -0.343
sss 0.18 -0.208
sss_cruise 0.15 1.303
par_12 0.15 0.151
ugos 0.15 0.074
northward_wind 0.13 0.204
phosphate_WOA_clim 0.09 4.721
nitrate_WOA_clim 0.08 -3.659
vgos 0.07 .
AOU_WOA_clim 0.06 .
conductivity_WOA_clim 0.06 .
vgosa 0.06 0.002
sla 0.06 .
ugosa 0.06 .
wind_speed 0.04 .
Si 0.03 5.2
CHL 0.03 .
PO4 0.03 .
O2 0.03 .
sst 0.02 .
PP 0.02 .
wind_stress 0.02 .
density_WOA_clim 0.01 .
o2sat_WOA_clim 0.01 .
salinity_WOA_clim 0.01 .
surface_downward_eastward_stress 0.01 .
surface_downward_northward_stress 0.01 .
oxygen_WOA_clim . .
NO3 . .
PHYC . .
Fe . .

KM1708 pro1

alpha coefficients
variable stab est
sss_cruise 0.39 .
par_9 0.29 0.123
surface_downward_northward_stress 0.26 .
par 0.25 0.082
par_6 0.25 0.104
sst_cruise 0.24 0.865
CHL 0.21 -52.966
par_12 0.2 -0.036
vgos 0.2 0.094
sss 0.16 .
par_3 0.15 .
wind_stress 0.14 0.206
northward_wind 0.14 .
oxygen_WOA_clim 0.12 -1.749
silicate_WOA_clim 0.12 .
nitrate_WOA_clim 0.11 -0.926
ugosa 0.09 0.06
phosphate_WOA_clim 0.07 3.748
ugos 0.07 0.042
salinity_WOA_clim 0.05 .
sst 0.05 1.884
sla 0.04 .
O2 0.03 .
vgosa 0.03 .
PO4 0.02 .
wind_speed 0.02 .
density_WOA_clim 0.01 .
o2sat_WOA_clim 0.01 .
Fe 0.01 .
surface_downward_eastward_stress 0.01 .
AOU_WOA_clim . .
conductivity_WOA_clim . .
Si . .
NO3 . .
PHYC . .
PP . .
eastward_wind . .

KM1708 pico1_

alpha coefficients
variable stab est
par_3 0.32 -0.088
par_6 0.28 -0.019
par 0.15 .
par_9 0.11 .
silicate_WOA_clim 0.09 -0.505
sst_cruise 0.08 .
nitrate_WOA_clim 0.07 1.61
AOU_WOA_clim 0.06 0.478
sss_cruise 0.06 .
par_12 0.05 .
vgosa 0.05 -0.005
eastward_wind 0.05 0.151
northward_wind 0.05 .
phosphate_WOA_clim 0.04 .
CHL 0.04 -5.787
ugosa 0.04 -0.007
surface_downward_northward_stress 0.04 .
sla 0.03 .
sss 0.03 .
density_WOA_clim 0.02 .
o2sat_WOA_clim 0.02 .
PO4 0.02 .
ugos 0.02 .
wind_stress 0.02 .
salinity_WOA_clim 0.01 .
conductivity_WOA_clim 0.01 .
PHYC 0.01 .
O2 0.01 .
sst 0.01 .
PP 0.01 .
vgos 0.01 -0.014
surface_downward_eastward_stress 0.01 .
wind_speed 0.01 .
oxygen_WOA_clim . .
Si . .
NO3 . .
Fe . .

KM1708 rest2_

alpha coefficients
variable stab est
par_12 0.29 -0.052
par_3 0.17 .
sst_cruise 0.13 0.267
sss_cruise 0.1 .
par 0.1 -0.005
par_6 0.09 .
surface_downward_northward_stress 0.08 -0.18
par_9 0.07 .
northward_wind 0.06 .
sst 0.05 -0.542
phosphate_WOA_clim 0.04 .
vgos 0.04 .
sla 0.04 .
wind_stress 0.04 .
o2sat_WOA_clim 0.03 .
ugos 0.03 .
density_WOA_clim 0.02 .
conductivity_WOA_clim 0.02 -1.208
silicate_WOA_clim 0.02 .
PO4 0.02 .
O2 0.02 .
wind_speed 0.02 .
CHL 0.01 .
vgosa 0.01 .
ugosa 0.01 .
eastward_wind 0.01 -0.035
sss 0.01 .
AOU_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
nitrate_WOA_clim . .
Si . .
NO3 . .
PHYC . .
Fe . .
PP . .
surface_downward_eastward_stress . .

KM1717 pico3_

alpha coefficients
variable stab est
par 0.06 .
northward_wind 0.06 .
par_3 0.05 .
surface_downward_northward_stress 0.04 .
silicate_WOA_clim 0.03 .
sss_cruise 0.03 .
par_6 0.03 .
ugos 0.03 .
par_9 0.02 .
par_12 0.02 .
wind_stress 0.02 .
wind_speed 0.02 .
sss 0.02 .
Si 0.01 .
CHL 0.01 .
Fe 0.01 .
vgosa 0.01 .
sla 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
o2sat_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
sst_cruise . .
NO3 . .
PHYC . .
PO4 . .
O2 . .
sst . .
PP . .
vgos . .
ugosa . .
eastward_wind . .
surface_downward_eastward_stress . .

KM1717 croco

alpha coefficients
variable stab est
sst_cruise 0.53 .
par_3 0.3 .
par_6 0.23 .
par_12 0.19 .
par_9 0.15 .
sss 0.12 .
par 0.08 .
sss_cruise 0.07 .
o2sat_WOA_clim 0.05 .
CHL 0.05 .
vgosa 0.05 .
O2 0.04 .
ugos 0.04 .
wind_stress 0.04 .
wind_speed 0.04 .
Fe 0.03 .
northward_wind 0.03 .
surface_downward_eastward_stress 0.02 .
oxygen_WOA_clim 0.01 .
salinity_WOA_clim 0.01 .
Si 0.01 .
PHYC 0.01 .
vgos 0.01 .
sla 0.01 .
ugosa 0.01 .
eastward_wind 0.01 .
surface_downward_northward_stress 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
silicate_WOA_clim . .
NO3 . .
PO4 . .
sst . .
PP . .

KM1717 rest1_1

alpha coefficients
variable stab est
par_3 0.1 .
northward_wind 0.09 .
par 0.08 .
wind_speed 0.05 .
CHL 0.04 .
o2sat_WOA_clim 0.02 .
sss_cruise 0.02 .
sst_cruise 0.02 .
par_6 0.02 .
par_9 0.02 .
ugosa 0.02 .
sss 0.02 .
AOU_WOA_clim 0.01 .
par_12 0.01 .
sst 0.01 .
vgosa 0.01 .
vgos 0.01 .
sla 0.01 .
wind_stress 0.01 .
density_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
silicate_WOA_clim . .
Si . .
NO3 . .
PHYC . .
PO4 . .
O2 . .
Fe . .
PP . .
ugos . .
eastward_wind . .
surface_downward_eastward_stress . .
surface_downward_northward_stress . .

KM1717 rest2_

alpha coefficients
variable stab est
sst_cruise 0.07 .
par_6 0.06 .
par_9 0.04 .
northward_wind 0.04 .
par 0.02 .
CHL 0.02 .
O2 0.02 .
wind_stress 0.02 .
surface_downward_eastward_stress 0.02 .
wind_speed 0.02 .
surface_downward_northward_stress 0.02 .
sss 0.02 .
AOU_WOA_clim 0.01 .
o2sat_WOA_clim 0.01 .
oxygen_WOA_clim 0.01 .
sss_cruise 0.01 .
par_3 0.01 .
par_12 0.01 .
vgosa 0.01 .
density_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
silicate_WOA_clim . .
Si . .
NO3 . .
PHYC . .
PO4 . .
sst . .
Fe . .
PP . .
vgos . .
sla . .
ugosa . .
ugos . .
eastward_wind . .

KM1717 rest1_2

alpha coefficients
variable stab est
par_12 0.09 .
o2sat_WOA_clim 0.06 .
sss_cruise 0.06 .
par_6 0.05 .
par_9 0.05 .
sss 0.05 .
sst_cruise 0.04 .
par 0.04 .
wind_speed 0.04 .
wind_stress 0.03 .
surface_downward_eastward_stress 0.03 .
AOU_WOA_clim 0.02 .
oxygen_WOA_clim 0.02 .
par_3 0.02 .
O2 0.02 .
Fe 0.02 .
ugosa 0.02 .
ugos 0.02 .
northward_wind 0.02 .
CHL 0.01 .
PHYC 0.01 .
vgosa 0.01 .
sla 0.01 .
density_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
silicate_WOA_clim . .
Si . .
NO3 . .
PO4 . .
sst . .
PP . .
vgos . .
eastward_wind . .
surface_downward_northward_stress . .

KM1717 pico1_

alpha coefficients
variable stab est
par_12 0.07 .
par_3 0.06 .
northward_wind 0.06 .
sst_cruise 0.05 .
par 0.05 .
o2sat_WOA_clim 0.04 .
sss_cruise 0.04 .
par_9 0.04 .
par_6 0.03 .
sla 0.03 .
sss 0.03 .
AOU_WOA_clim 0.02 .
Si 0.02 .
Fe 0.02 .
wind_stress 0.02 .
wind_speed 0.02 .
phosphate_WOA_clim 0.01 .
silicate_WOA_clim 0.01 .
CHL 0.01 .
O2 0.01 .
vgosa 0.01 .
eastward_wind 0.01 .
surface_downward_eastward_stress 0.01 .
surface_downward_northward_stress 0.01 .
density_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
NO3 . .
PHYC . .
PO4 . .
sst . .
PP . .
vgos . .
ugosa . .
ugos . .

KM1717 pico2_1

alpha coefficients
variable stab est
par_3 0.34 .
par_6 0.11 .
sst_cruise 0.09 .
o2sat_WOA_clim 0.08 .
par_12 0.08 .
CHL 0.08 .
wind_stress 0.08 .
northward_wind 0.08 .
sss_cruise 0.07 .
par 0.07 .
sss 0.07 .
par_9 0.05 .
Fe 0.05 .
ugosa 0.04 .
surface_downward_northward_stress 0.03 .
oxygen_WOA_clim 0.01 .
salinity_WOA_clim 0.01 .
silicate_WOA_clim 0.01 .
Si 0.01 .
O2 0.01 .
vgosa 0.01 .
sla 0.01 .
surface_downward_eastward_stress 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
NO3 . .
PHYC . .
PO4 . .
sst . .
PP . .
vgos . .
ugos . .
eastward_wind . .
wind_speed . .

KM1717 pro1

alpha coefficients
variable stab est
sst_cruise 0.52 .
surface_downward_northward_stress 0.37 .
northward_wind 0.34 .
ugos 0.25 .
sss_cruise 0.19 .
wind_stress 0.18 .
par 0.15 .
par_6 0.15 .
sss 0.13 .
CHL 0.12 .
par_9 0.07 .
par_12 0.07 .
o2sat_WOA_clim 0.06 .
par_3 0.06 .
Fe 0.05 .
ugosa 0.04 .
surface_downward_eastward_stress 0.04 .
wind_speed 0.04 .
salinity_WOA_clim 0.03 .
Si 0.03 .
O2 0.02 .
sla 0.02 .
sst 0.01 .
vgosa 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
oxygen_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
silicate_WOA_clim . .
NO3 . .
PHYC . .
PO4 . .
PP . .
vgos . .
eastward_wind . .

KM1717 syn

alpha coefficients
variable stab est
sss_cruise 0.02 .
sst_cruise 0.02 .
par 0.02 .
par_3 0.01 .
par_9 0.01 .
ugos 0.01 .
wind_speed 0.01 .
northward_wind 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
o2sat_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
silicate_WOA_clim . .
par_6 . .
par_12 . .
Si . .
NO3 . .
CHL . .
PHYC . .
PO4 . .
O2 . .
sst . .
Fe . .
PP . .
vgosa . .
vgos . .
sla . .
ugosa . .
wind_stress . .
eastward_wind . .
surface_downward_eastward_stress . .
surface_downward_northward_stress . .
sss . .

KM1717 bg2

alpha coefficients
variable stab est
par_3 0.05 .
sst_cruise 0.04 .
par 0.04 .
par_6 0.04 .
northward_wind 0.04 .
o2sat_WOA_clim 0.03 .
wind_stress 0.03 .
wind_speed 0.03 .
sss 0.03 .
sss_cruise 0.02 .
ugos 0.02 .
AOU_WOA_clim 0.01 .
oxygen_WOA_clim 0.01 .
CHL 0.01 .
O2 0.01 .
Fe 0.01 .
density_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
silicate_WOA_clim . .
par_9 . .
par_12 . .
Si . .
NO3 . .
PHYC . .
PO4 . .
sst . .
PP . .
vgosa . .
vgos . .
sla . .
ugosa . .
eastward_wind . .
surface_downward_eastward_stress . .
surface_downward_northward_stress . .

KOK1801 rest1_1

alpha coefficients
variable stab est
AOU_WOA_clim . .
density_WOA_clim . .
o2sat_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
silicate_WOA_clim . .
sss_cruise . .
sst_cruise . .
par . .
par_3 . .
par_6 . .
par_9 . .
par_12 . .
Si . .
NO3 . .
CHL . .
PHYC . .
PO4 . .
O2 . .
sst . .
Fe . .
PP . .
vgosa . .
vgos . .
sla . .
ugosa . .
ugos . .
wind_stress . .
eastward_wind . .
surface_downward_eastward_stress . .
wind_speed . .
surface_downward_northward_stress . .
northward_wind . .
sss . .

KOK1801 bead

alpha coefficients
variable stab est
AOU_WOA_clim . .
density_WOA_clim . .
o2sat_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
silicate_WOA_clim . .
sss_cruise . .
sst_cruise . .
par . .
par_3 . .
par_6 . .
par_9 . .
par_12 . .
Si . .
NO3 . .
CHL . .
PHYC . .
PO4 . .
O2 . .
sst . .
Fe . .
PP . .
vgosa . .
vgos . .
sla . .
ugosa . .
ugos . .
wind_stress . .
eastward_wind . .
surface_downward_eastward_stress . .
wind_speed . .
surface_downward_northward_stress . .
northward_wind . .
sss . .

KOK1801 pico2_1

alpha coefficients
variable stab est
par_3 0.18 .
par_6 0.08 .
AOU_WOA_clim . .
density_WOA_clim . .
o2sat_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
silicate_WOA_clim . .
sss_cruise . .
sst_cruise . .
par . .
par_9 . .
par_12 . .
Si . .
NO3 . .
CHL . .
PHYC . .
PO4 . .
O2 . .
sst . .
Fe . .
PP . .
vgosa . .
vgos . .
sla . .
ugosa . .
ugos . .
wind_stress . .
eastward_wind . .
surface_downward_eastward_stress . .
wind_speed . .
surface_downward_northward_stress . .
northward_wind . .
sss . .

KOK1801 pico1_

alpha coefficients
variable stab est
Fe 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
o2sat_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
silicate_WOA_clim . .
sss_cruise . .
sst_cruise . .
par . .
par_3 . .
par_6 . .
par_9 . .
par_12 . .
Si . .
NO3 . .
CHL . .
PHYC . .
PO4 . .
O2 . .
sst . .
PP . .
vgosa . .
vgos . .
sla . .
ugosa . .
ugos . .
wind_stress . .
eastward_wind . .
surface_downward_eastward_stress . .
wind_speed . .
surface_downward_northward_stress . .
northward_wind . .
sss . .

KOK1801 rest1_2

alpha coefficients
variable stab est
sla 0.08 .
sst 0.02 .
par_12 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
o2sat_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
silicate_WOA_clim . .
sss_cruise . .
sst_cruise . .
par . .
par_3 . .
par_6 . .
par_9 . .
Si . .
NO3 . .
CHL . .
PHYC . .
PO4 . .
O2 . .
Fe . .
PP . .
vgosa . .
vgos . .
ugosa . .
ugos . .
wind_stress . .
eastward_wind . .
surface_downward_eastward_stress . .
wind_speed . .
surface_downward_northward_stress . .
northward_wind . .
sss . .

KOK1801 pico2_2

alpha coefficients
variable stab est
par_3 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
o2sat_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
silicate_WOA_clim . .
sss_cruise . .
sst_cruise . .
par . .
par_6 . .
par_9 . .
par_12 . .
Si . .
NO3 . .
CHL . .
PHYC . .
PO4 . .
O2 . .
sst . .
Fe . .
PP . .
vgosa . .
vgos . .
sla . .
ugosa . .
ugos . .
wind_stress . .
eastward_wind . .
surface_downward_eastward_stress . .
wind_speed . .
surface_downward_northward_stress . .
northward_wind . .
sss . .

KOK1801 bg1

alpha coefficients
variable stab est
AOU_WOA_clim . .
density_WOA_clim . .
o2sat_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
silicate_WOA_clim . .
sss_cruise . .
sst_cruise . .
par . .
par_3 . .
par_6 . .
par_9 . .
par_12 . .
Si . .
NO3 . .
CHL . .
PHYC . .
PO4 . .
O2 . .
sst . .
Fe . .
PP . .
vgosa . .
vgos . .
sla . .
ugosa . .
ugos . .
wind_stress . .
eastward_wind . .
surface_downward_eastward_stress . .
wind_speed . .
surface_downward_northward_stress . .
northward_wind . .
sss . .

KOK1801 bg2

alpha coefficients
variable stab est
AOU_WOA_clim . .
density_WOA_clim . .
o2sat_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
silicate_WOA_clim . .
sss_cruise . .
sst_cruise . .
par . .
par_3 . .
par_6 . .
par_9 . .
par_12 . .
Si . .
NO3 . .
CHL . .
PHYC . .
PO4 . .
O2 . .
sst . .
Fe . .
PP . .
vgosa . .
vgos . .
sla . .
ugosa . .
ugos . .
wind_stress . .
eastward_wind . .
surface_downward_eastward_stress . .
wind_speed . .
surface_downward_northward_stress . .
northward_wind . .
sss . .

KOK1801 pro1

alpha coefficients
variable stab est
PHYC 0.02 .
sla 0.02 .
AOU_WOA_clim . .
density_WOA_clim . .
o2sat_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
silicate_WOA_clim . .
sss_cruise . .
sst_cruise . .
par . .
par_3 . .
par_6 . .
par_9 . .
par_12 . .
Si . .
NO3 . .
CHL . .
PO4 . .
O2 . .
sst . .
Fe . .
PP . .
vgosa . .
vgos . .
ugosa . .
ugos . .
wind_stress . .
eastward_wind . .
surface_downward_eastward_stress . .
wind_speed . .
surface_downward_northward_stress . .
northward_wind . .
sss . .

KOK1801 rest2_

alpha coefficients
variable stab est
AOU_WOA_clim . .
density_WOA_clim . .
o2sat_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
silicate_WOA_clim . .
sss_cruise . .
sst_cruise . .
par . .
par_3 . .
par_6 . .
par_9 . .
par_12 . .
Si . .
NO3 . .
CHL . .
PHYC . .
PO4 . .
O2 . .
sst . .
Fe . .
PP . .
vgosa . .
vgos . .
sla . .
ugosa . .
ugos . .
wind_stress . .
eastward_wind . .
surface_downward_eastward_stress . .
wind_speed . .
surface_downward_northward_stress . .
northward_wind . .
sss . .

KM1802 rest1_1

alpha coefficients
variable stab est
par 0.224 -0.161
o2sat_WOA_clim 0.184 0.106
par_12 0.153 -0.023
phosphate_WOA_clim 0.133 .
sss 0.122 .
Fe 0.112 -0.066
par_6 0.102 .
O2 0.092 1.009
silicate_WOA_clim 0.082 4.041
par_3 0.082 .
AOU_WOA_clim 0.071 -0.037
CHL 0.071 .
sst 0.061 .
ugos 0.061 .
northward_wind 0.061 -0.028
sss_cruise 0.041 .
eastward_wind 0.041 .
surface_downward_eastward_stress 0.041 .
surface_downward_northward_stress 0.041 .
par_9 0.031 .
PO4 0.031 .
PHYC 0.02 .
sla 0.02 -0.24
ugosa 0.02 .
density_WOA_clim 0.01 .
salinity_WOA_clim 0.01 .
sst_cruise 0.01 0.161
Si 0.01 .
PP 0.01 .
wind_speed 0.01 .
oxygen_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
NO3 . .
vgosa . .
vgos . .
wind_stress . .

KM1802 bead

alpha coefficients
variable stab est
par_6 0.265 -0.413
sss 0.235 -2.714
par_9 0.184 -0.064
par_12 0.163 -0.272
par_3 0.102 -0.105
sss_cruise 0.082 -2.654
par 0.082 0.03
surface_downward_eastward_stress 0.082 .
O2 0.051 .
ugosa 0.051 0.105
northward_wind 0.051 0.307
Fe 0.041 .
surface_downward_northward_stress 0.031 .
o2sat_WOA_clim 0.02 .
oxygen_WOA_clim 0.02 .
sla 0.02 .
eastward_wind 0.02 -0.398
AOU_WOA_clim 0.01 .
salinity_WOA_clim 0.01 .
nitrate_WOA_clim 0.01 .
phosphate_WOA_clim 0.01 .
silicate_WOA_clim 0.01 .
sst_cruise 0.01 .
CHL 0.01 .
PO4 0.01 .
wind_stress 0.01 .
wind_speed 0.01 .
density_WOA_clim . .
conductivity_WOA_clim . .
Si . .
NO3 . .
PHYC . .
sst . .
PP . .
vgosa . .
vgos . .
ugos . .

KM1802 bg1

alpha coefficients
variable stab est
par 0.163 -0.307
par_12 0.163 0.117
Fe 0.163 .
sss 0.163 .
par_9 0.122 .
o2sat_WOA_clim 0.112 .
par_6 0.092 .
phosphate_WOA_clim 0.082 .
eastward_wind 0.082 0.237
silicate_WOA_clim 0.071 .
sss_cruise 0.071 .
sst_cruise 0.061 .
wind_speed 0.061 .
AOU_WOA_clim 0.051 .
CHL 0.051 -6.605
surface_downward_northward_stress 0.051 0.033
O2 0.041 .
par_3 0.031 -0.051
sst 0.031 .
ugos 0.031 -0.146
surface_downward_eastward_stress 0.031 .
PO4 0.02 .
ugosa 0.02 .
wind_stress 0.02 .
northward_wind 0.02 .
PHYC 0.01 .
sla 0.01 .
density_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
Si . .
NO3 . .
PP . .
vgosa . .
vgos . .

KM1802 syn

alpha coefficients
variable stab est
O2 0.245 -4.655
sss 0.245 -0.427
o2sat_WOA_clim 0.224 -0.035
silicate_WOA_clim 0.163 -7.874
wind_speed 0.153 .
AOU_WOA_clim 0.133 .
surface_downward_eastward_stress 0.133 -0.085
ugos 0.092 0.233
sst_cruise 0.071 -1.439
phosphate_WOA_clim 0.061 1.757
par 0.041 0.01
wind_stress 0.041 0.061
eastward_wind 0.041 .
sss_cruise 0.031 .
Fe 0.031 .
par_3 0.02 .
par_6 0.02 .
par_12 0.02 .
PO4 0.02 .
northward_wind 0.02 .
salinity_WOA_clim 0.01 .
conductivity_WOA_clim 0.01 .
par_9 0.01 .
Si 0.01 .
CHL 0.01 .
ugosa 0.01 .
density_WOA_clim . .
oxygen_WOA_clim . .
nitrate_WOA_clim . .
NO3 . .
PHYC . .
sst . .
PP . .
vgosa . .
vgos . .
sla . .
surface_downward_northward_stress . .

KM1802 pico1_

alpha coefficients
variable stab est
par_3 0.286 -0.184
par_9 0.224 -0.077
ugosa 0.184 -0.141
sst_cruise 0.133 -0.362
par_12 0.112 -0.087
par 0.102 -0.028
par_6 0.102 .
northward_wind 0.102 .
CHL 0.082 4.049
sss 0.082 -1.566
sla 0.071 0.001
ugos 0.071 .
surface_downward_eastward_stress 0.061 .
surface_downward_northward_stress 0.061 -0.188
phosphate_WOA_clim 0.051 .
sss_cruise 0.051 .
sst 0.041 .
oxygen_WOA_clim 0.031 .
Fe 0.031 .
wind_stress 0.031 .
o2sat_WOA_clim 0.02 .
eastward_wind 0.02 .
wind_speed 0.02 .
silicate_WOA_clim 0.01 .
Si 0.01 -3.073
PHYC 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
NO3 . .
PO4 . .
O2 . .
PP . .
vgosa . .
vgos . .

KM1802 pico2_1

alpha coefficients
variable stab est
Fe 0.439 .
par_3 0.296 0.318
par_12 0.265 0.124
par_9 0.224 0.162
par 0.184 .
phosphate_WOA_clim 0.173 -1.985
PO4 0.163 -14.093
sss 0.143 .
sst_cruise 0.133 -0.47
ugos 0.133 -0.122
surface_downward_eastward_stress 0.133 0.128
silicate_WOA_clim 0.112 .
oxygen_WOA_clim 0.102 0.596
sss_cruise 0.102 .
par_6 0.092 0.002
CHL 0.082 .
PP 0.082 -0.557
ugosa 0.082 .
Si 0.061 .
surface_downward_northward_stress 0.061 0.047
vgos 0.051 .
wind_stress 0.051 .
PHYC 0.041 -0.081
O2 0.041 -0.786
sst 0.041 .
northward_wind 0.041 .
salinity_WOA_clim 0.031 .
nitrate_WOA_clim 0.031 9.623
sla 0.031 .
wind_speed 0.031 .
conductivity_WOA_clim 0.02 .
density_WOA_clim 0.01 .
vgosa 0.01 .
eastward_wind 0.01 .
AOU_WOA_clim . .
o2sat_WOA_clim . .
NO3 . .

KM1802 bg2

alpha coefficients
variable stab est
par_12 0.163 0.11
sss 0.122 0.717
sst_cruise 0.112 1.687
sss_cruise 0.082 -0.021
par_3 0.071 .
surface_downward_northward_stress 0.071 0.032
phosphate_WOA_clim 0.061 .
par 0.061 .
CHL 0.051 .
sla 0.051 .
par_6 0.041 .
par_9 0.041 .
Fe 0.041 -0.055
eastward_wind 0.041 .
silicate_WOA_clim 0.031 .
PO4 0.031 .
wind_speed 0.031 -0.034
ugosa 0.02 .
surface_downward_eastward_stress 0.02 .
AOU_WOA_clim 0.01 .
o2sat_WOA_clim 0.01 .
PHYC 0.01 .
O2 0.01 .
PP 0.01 .
ugos 0.01 .
wind_stress 0.01 .
density_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
Si . .
NO3 . .
sst . .
vgosa . .
vgos . .
northward_wind . .

KM1802 rest2_

alpha coefficients
variable stab est
sss 0.122 -1.161
par_12 0.112 -0.038
par_3 0.102 .
par 0.082 .
phosphate_WOA_clim 0.071 .
par_6 0.071 .
sst 0.071 0.21
par_9 0.061 .
sst_cruise 0.051 .
ugos 0.051 .
surface_downward_northward_stress 0.051 .
silicate_WOA_clim 0.041 .
sss_cruise 0.041 0.122
Fe 0.041 .
ugosa 0.041 .
CHL 0.031 4.936
oxygen_WOA_clim 0.02 .
O2 0.02 .
sla 0.02 .
wind_stress 0.02 .
surface_downward_eastward_stress 0.02 .
wind_speed 0.02 .
northward_wind 0.02 .
PO4 0.01 .
vgosa 0.01 .
vgos 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
o2sat_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
Si . .
NO3 . .
PHYC . .
PP . .
eastward_wind . .

KM1802 pro1

alpha coefficients
variable stab est
par 0.235 0.025
par_9 0.224 0.061
phosphate_WOA_clim 0.214 0.469
par_3 0.184 0.098
par_12 0.143 .
sst_cruise 0.133 .
surface_downward_eastward_stress 0.133 .
northward_wind 0.133 0.332
sss 0.133 0.329
ugosa 0.122 0.226
ugos 0.122 .
par_6 0.112 -0.013
sss_cruise 0.102 0.216
silicate_WOA_clim 0.071 .
Fe 0.071 .
surface_downward_northward_stress 0.071 .
CHL 0.061 -3.813
eastward_wind 0.061 -0.03
PO4 0.051 .
O2 0.051 .
o2sat_WOA_clim 0.041 .
PHYC 0.041 2.723
PP 0.02 6.969
oxygen_WOA_clim 0.01 .
Si 0.01 .
sst 0.01 0.627
vgos 0.01 .
wind_speed 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
NO3 . .
vgosa . .
sla . .
wind_stress . .

KM1802 small

alpha coefficients
variable stab est
sst_cruise 0.184 5.868
par_12 0.184 0.381
par_9 0.173 .
sss 0.163 1.484
par 0.153 -0.052
phosphate_WOA_clim 0.143 2.783
par_3 0.143 .
par_6 0.102 0.009
sla 0.082 -1.065
surface_downward_northward_stress 0.082 .
eastward_wind 0.071 .
silicate_WOA_clim 0.061 -0.998
o2sat_WOA_clim 0.051 -0.115
sss_cruise 0.051 .
CHL 0.041 .
Fe 0.041 .
ugosa 0.041 .
surface_downward_eastward_stress 0.041 .
northward_wind 0.041 -0.087
AOU_WOA_clim 0.031 .
density_WOA_clim 0.02 .
oxygen_WOA_clim 0.02 .
salinity_WOA_clim 0.02 .
conductivity_WOA_clim 0.02 .
PHYC 0.02 .
PO4 0.02 1.048
ugos 0.02 .
nitrate_WOA_clim 0.01 .
Si 0.01 31.616
O2 0.01 .
wind_speed 0.01 .
NO3 . .
sst . .
PP . .
vgosa . .
vgos . .
wind_stress . .

KOK1803 pico2_1

alpha coefficients
variable stab est
par_3 0.629 0.147
O2 0.485 -1.872
oxygen_WOA_clim 0.268 -3.46
ugosa 0.196 -0.047
par 0.144 .
density_WOA_clim 0.124 .
sss_cruise 0.113 .
sst 0.093 .
salinity_WOA_clim 0.082 .
AOU_WOA_clim 0.072 .
sst_cruise 0.072 .
PP 0.072 .
par_12 0.062 .
eastward_wind 0.062 .
northward_wind 0.052 .
o2sat_WOA_clim 0.041 .
par_6 0.031 .
par_9 0.031 .
wind_speed 0.031 .
conductivity_WOA_clim 0.021 .
Si 0.021 .
CHL 0.021 .
PHYC 0.021 .
sla 0.021 .
surface_downward_northward_stress 0.021 .
nitrate_WOA_clim 0.01 .
silicate_WOA_clim 0.01 .
PO4 0.01 .
wind_stress 0.01 .
phosphate_WOA_clim . .
NO3 . .
Fe . .
vgosa . .
vgos . .
ugos . .
surface_downward_eastward_stress . .
sss . .

KOK1803 rest1_1

alpha coefficients
variable stab est
eastward_wind 0.175 .
wind_speed 0.072 .
par 0.062 .
sss_cruise 0.052 .
sst_cruise 0.041 .
par_6 0.031 .
par_3 0.021 .
par_12 0.021 .
PHYC 0.021 .
sst 0.021 .
sla 0.021 .
ugosa 0.021 .
ugos 0.021 .
surface_downward_northward_stress 0.021 .
density_WOA_clim 0.01 .
oxygen_WOA_clim 0.01 .
salinity_WOA_clim 0.01 .
nitrate_WOA_clim 0.01 .
par_9 0.01 .
CHL 0.01 .
Fe 0.01 .
PP 0.01 .
surface_downward_eastward_stress 0.01 .
AOU_WOA_clim . .
o2sat_WOA_clim . .
conductivity_WOA_clim . .
phosphate_WOA_clim . .
silicate_WOA_clim . .
Si . .
NO3 . .
PO4 . .
O2 . .
vgosa . .
vgos . .
wind_stress . .
northward_wind . .
sss . .

KOK1803 pico1_

alpha coefficients
variable stab est
par_12 0.155 .
par_6 0.093 .
par 0.082 .
par_3 0.072 .
sst_cruise 0.041 .
PO4 0.041 .
sss_cruise 0.031 .
wind_stress 0.031 .
oxygen_WOA_clim 0.021 .
PP 0.021 .
sss 0.021 .
silicate_WOA_clim 0.01 .
par_9 0.01 .
O2 0.01 .
vgos 0.01 .
sla 0.01 .
ugosa 0.01 .
ugos 0.01 .
eastward_wind 0.01 .
surface_downward_eastward_stress 0.01 .
surface_downward_northward_stress 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
o2sat_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
Si . .
NO3 . .
CHL . .
PHYC . .
sst . .
Fe . .
vgosa . .
wind_speed . .
northward_wind . .

KOK1803 bead

alpha coefficients
variable stab est
sss_cruise 0.031 .
sst_cruise 0.031 .
par 0.031 .
par_6 0.031 .
par_9 0.021 .
par_12 0.021 .
sla 0.021 .
ugosa 0.021 .
CHL 0.01 .
ugos 0.01 .
wind_stress 0.01 .
northward_wind 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
o2sat_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
silicate_WOA_clim . .
par_3 . .
Si . .
NO3 . .
PHYC . .
PO4 . .
O2 . .
sst . .
Fe . .
PP . .
vgosa . .
vgos . .
eastward_wind . .
surface_downward_eastward_stress . .
wind_speed . .
surface_downward_northward_stress . .
sss . .

KOK1803 syn

alpha coefficients
variable stab est
par_6 0.237 .
par_3 0.072 .
eastward_wind 0.062 .
sss 0.041 .
AOU_WOA_clim 0.031 .
density_WOA_clim 0.031 .
salinity_WOA_clim 0.031 .
conductivity_WOA_clim 0.031 .
sst_cruise 0.031 .
par_12 0.031 .
sst 0.031 .
phosphate_WOA_clim 0.021 .
CHL 0.021 .
oxygen_WOA_clim 0.01 .
nitrate_WOA_clim 0.01 .
silicate_WOA_clim 0.01 .
sss_cruise 0.01 .
par 0.01 .
par_9 0.01 .
vgosa 0.01 .
sla 0.01 .
ugosa 0.01 .
wind_speed 0.01 .
o2sat_WOA_clim . .
Si . .
NO3 . .
PHYC . .
PO4 . .
O2 . .
Fe . .
PP . .
vgos . .
ugos . .
wind_stress . .
surface_downward_eastward_stress . .
surface_downward_northward_stress . .
northward_wind . .

KOK1803 bg1

alpha coefficients
variable stab est
par_12 0.041 .
par_6 0.031 .
sss_cruise 0.021 .
par 0.021 .
par_3 0.021 .
silicate_WOA_clim 0.01 .
sst_cruise 0.01 .
par_9 0.01 .
O2 0.01 .
vgosa 0.01 .
sss 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
o2sat_WOA_clim . .
oxygen_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
Si . .
NO3 . .
CHL . .
PHYC . .
PO4 . .
sst . .
Fe . .
PP . .
vgos . .
sla . .
ugosa . .
ugos . .
wind_stress . .
eastward_wind . .
surface_downward_eastward_stress . .
wind_speed . .
surface_downward_northward_stress . .
northward_wind . .

KOK1803 small

alpha coefficients
variable stab est
par 0.072 .
sla 0.072 .
sst_cruise 0.062 .
sst 0.052 .
eastward_wind 0.052 .
surface_downward_northward_stress 0.052 .
par_6 0.041 .
par_12 0.041 .
sss 0.031 .
density_WOA_clim 0.021 .
oxygen_WOA_clim 0.021 .
phosphate_WOA_clim 0.021 .
PO4 0.021 .
ugosa 0.021 .
wind_stress 0.021 .
salinity_WOA_clim 0.01 .
PHYC 0.01 .
O2 0.01 .
vgosa 0.01 .
vgos 0.01 .
ugos 0.01 .
surface_downward_eastward_stress 0.01 .
AOU_WOA_clim . .
o2sat_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
silicate_WOA_clim . .
sss_cruise . .
par_3 . .
par_9 . .
Si . .
NO3 . .
CHL . .
Fe . .
PP . .
wind_speed . .
northward_wind . .

KOK1803 pro2

alpha coefficients
variable stab est
sss_cruise 0.268 .
eastward_wind 0.247 .
oxygen_WOA_clim 0.227 .
sst_cruise 0.206 .
par_9 0.165 .
wind_speed 0.134 .
par 0.103 .
par_12 0.103 .
par_6 0.093 .
sst 0.072 .
vgosa 0.062 .
phosphate_WOA_clim 0.052 .
sla 0.052 .
par_3 0.041 .
vgos 0.031 .
PHYC 0.021 .
O2 0.021 .
ugos 0.021 .
wind_stress 0.021 .
surface_downward_eastward_stress 0.021 .
o2sat_WOA_clim 0.01 .
CHL 0.01 .
Fe 0.01 .
PP 0.01 .
northward_wind 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
silicate_WOA_clim . .
Si . .
NO3 . .
PO4 . .
ugosa . .
surface_downward_northward_stress . .
sss . .

KOK1803 rest2_

alpha coefficients
variable stab est
sst 0.052 .
par_6 0.041 .
sla 0.041 .
eastward_wind 0.041 .
par 0.031 .
par_12 0.021 .
oxygen_WOA_clim 0.01 .
sst_cruise 0.01 .
par_3 0.01 .
par_9 0.01 .
Si 0.01 .
PHYC 0.01 .
vgosa 0.01 .
wind_stress 0.01 .
surface_downward_eastward_stress 0.01 .
sss 0.01 .
AOU_WOA_clim . .
density_WOA_clim . .
o2sat_WOA_clim . .
salinity_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
silicate_WOA_clim . .
sss_cruise . .
NO3 . .
CHL . .
PO4 . .
O2 . .
Fe . .
PP . .
vgos . .
ugosa . .
ugos . .
wind_speed . .
surface_downward_northward_stress . .
northward_wind . .

KOK1803 pro1

alpha coefficients
variable stab est
par_6 0.052 .
oxygen_WOA_clim 0.041 .
sss_cruise 0.041 .
par_12 0.041 .
sla 0.031 .
eastward_wind 0.031 .
par 0.021 .
par_3 0.021 .
vgos 0.021 .
northward_wind 0.021 .
AOU_WOA_clim 0.01 .
salinity_WOA_clim 0.01 .
silicate_WOA_clim 0.01 .
sst_cruise 0.01 .
par_9 0.01 .
CHL 0.01 .
PO4 0.01 .
PP 0.01 .
ugos 0.01 .
density_WOA_clim . .
o2sat_WOA_clim . .
conductivity_WOA_clim . .
nitrate_WOA_clim . .
phosphate_WOA_clim . .
Si . .
NO3 . .
PHYC . .
O2 . .
sst . .
Fe . .
vgosa . .
ugosa . .
wind_stress . .
surface_downward_eastward_stress . .
wind_speed . .
surface_downward_northward_stress . .
sss . .

Make three data frames

Now, we’ll be making several “long format” data tables – of the data and of the model estimates – to use for further data analysis.

The objects are called:

  • coef_long: \(\alpha\) and \(\beta\) coefficient values, as well as stability estimates.

  • pred_long: \(\mu\) and \(\pi\) estimates.

  • sigma_long: Covariance (\(\Sigma\)) estimates.

  • X_long: Environmental covariates.

  • dat_long: Binned cytometry data.

Coefficients (and stability). The columns are:

  • cruise
    • “variable”: covariate (can also be “intercept”)
    • population
    • type (“beta_diam”, “beta_chl”, “beta_pe”, “alpha”)
    • coefficient (the value)
    • stability (the value)
objlist = sapply(all_cruise_id, function(cruise_id){

  ## Read in the summary over all subsampled models.
  filename = paste0(cruise_id, "-grand-summary.RDS")
  summarydir = file.path(outputdir, cruise_id, "summaries")
  if(!file.exists(file.path(summarydir, filename))){
    print(cruise_id)
    print("didn't have grand summary file")
    return(NULL)
  }
  obj = readRDS(file = file.path(summarydir, filename))
  return(obj)

}, simplify = FALSE, USE.NAMES = TRUE)
## [1] "KM1513"
## [1] "didn't have grand summary file"
## [1] "KM1709"
## [1] "didn't have grand summary file"
## [1] "KM1713"
## [1] "didn't have grand summary file"
## [1] "FK180310-1"
## [1] "didn't have grand summary file"
## [1] "FK180310-2"
## [1] "didn't have grand summary file"
coef_long = lapply(all_cruise_id, function(cruise_id){

  ## Cluster labels
  one_mapmat_long = mapmat_long %>% filter(cruise_id == !!(cruise_id)) %>% arrange(value) %>% na.omit()
  stopifnot((one_mapmat_long %>% pull(value)) == (1:10))
  cluster_labels = one_mapmat_long %>% pull(name)


  if(!is.null(objlist[[cruise_id]])){
    ## Alpha frequencies
    alpha_freq = objlist[[cruise_id]] %>% .$alpha_freq
    colnames(alpha_freq) = cluster_labels
    alpha_freq_long = alpha_freq %>% as.data.frame() %>% rownames_to_column("variable") %>% as_tibble() %>%
      pivot_longer(!variable, names_to = "population", values_to = "value") %>%
      add_column(type = "alpha")
  
    ## Beta frequencies
    beta_freq_long = lapply(1:3, function(idim){
      beta_array = objlist %>% .[[cruise_id]] %>% pluck("beta_freq") %>% .[,,idim] %>% t()
      colnames(beta_array) = cluster_labels
      one_long_beta = beta_array %>% as.data.frame() %>%
        rownames_to_column("variable")  %>% pivot_longer(!variable, names_to = "population") %>%
        add_column(type = paste0("beta_", cytogram_dimnames[idim]))
    }) %>% bind_rows() 
  
  
    ## Combine all frequencies
    freq_long = bind_rows(alpha_freq_long,
                          beta_freq_long)

  } else {
    freq_long = NULL
  }

  ## Beta coefficient values
  bestres = load_model(cruise_id)
  beta = bestres$beta
  names(beta) = cluster_labels
  beta = lapply(beta, function(onebeta){
    colnames(onebeta) = paste0("beta_", cytogram_dimnames); return(onebeta)
  })
  beta_long = lapply(cluster_labels, function(cluster_label){
    beta %>% .[[cluster_label]] %>% as.data.frame() %>%
      rownames_to_column("variable") %>% pivot_longer(!variable, names_to = "type") %>%
      add_column(population = cluster_label)
  }) %>% bind_rows()

  ## Alpha coefficients 
  alpha = bestres$alpha %>% t()
  colnames(alpha) = cluster_labels
  alpha_long = alpha %>% as.data.frame() %>%
    rownames_to_column("variable") %>%
    pivot_longer(!variable, names_to = "population") %>% 
    add_column(type = "alpha")

  ## Combine all coefficients
  coef_long = bind_rows(alpha_long,
                        beta_long)

  if(is.null(freq_long)) freq_long = coef_long[c(),]

  ## Combine everything
  combined = full_join(freq_long, coef_long, by=c("variable", "type", "population"), suffix = c("_stab", "_coef")) %>%
    select(variable, population, type, stab = value_stab, coef = value_coef)

  ## Add cruise_id and return
  combined = combined %>% add_column(cruise_id = cruise_id)

  return(combined)
}) %>% bind_rows() 
coef_long = coef_long %>% select(cruise_id, variable, population, type, coef, stab)
saveRDS(coef_long, file = file.path(outputdir, "coef_long_main.RDS"))
print(coef_long)
## # A tibble: 33,200 × 6
##    cruise_id variable population type     coef  stab
##    <chr>     <chr>    <chr>      <chr>   <dbl> <dbl>
##  1 KM1508    intp     bead       alpha  -1.04      1
##  2 KM1508    intp     pico2_1    alpha   2.46      1
##  3 KM1508    intp     bg1        alpha  -1.38      1
##  4 KM1508    intp     rest1_1    alpha  -4.80      1
##  5 KM1508    intp     bg2        alpha   4.08      1
##  6 KM1508    intp     pico1_     alpha   0.896     1
##  7 KM1508    intp     syn        alpha  -2.99      1
##  8 KM1508    intp     rest2_     alpha   0.784     1
##  9 KM1508    intp     small      alpha  12.6       1
## 10 KM1508    intp     pro1       alpha -10.7       1
## # … with 33,190 more rows
coef_long %>% head(20) %>% knitr::kable(caption = "Estimated coefficients in long format.")
Estimated coefficients in long format.
cruise_id variable population type coef stab
KM1508 intp bead alpha -1.0447267 1.00
KM1508 intp pico2_1 alpha 2.4648423 1.00
KM1508 intp bg1 alpha -1.3763996 1.00
KM1508 intp rest1_1 alpha -4.7966862 1.00
KM1508 intp bg2 alpha 4.0822481 1.00
KM1508 intp pico1_ alpha 0.8955848 1.00
KM1508 intp syn alpha -2.9895557 1.00
KM1508 intp rest2_ alpha 0.7843172 1.00
KM1508 intp small alpha 12.6314879 1.00
KM1508 intp pro1 alpha -10.6511120 1.00
KM1508 AOU_WOA_clim bead alpha 0.0000000 0.00
KM1508 AOU_WOA_clim pico2_1 alpha 0.0000000 0.03
KM1508 AOU_WOA_clim bg1 alpha -0.2791089 0.01
KM1508 AOU_WOA_clim rest1_1 alpha 0.0000000 0.03
KM1508 AOU_WOA_clim bg2 alpha 0.0000000 0.01
KM1508 AOU_WOA_clim pico1_ alpha 0.0000000 0.01
KM1508 AOU_WOA_clim syn alpha 0.0000000 0.01
KM1508 AOU_WOA_clim rest2_ alpha 0.0000000 0.02
KM1508 AOU_WOA_clim small alpha 0.0000000 0.02
KM1508 AOU_WOA_clim pro1 alpha 0.2782861 0.13

Predictions. The columns are:

  • cruise
  • time
  • lon
  • lat
  • population
  • type (“mu_diam”, “mu_chl”, “mu_pe”, “pi”)
  • value (the value)
pred_long = lapply(all_cruise_id, function(cruise_id){
  
  ## Cluster labels
  one_mapmat_long = mapmat_long %>% filter(cruise_id == !!(cruise_id)) %>% arrange(value) %>% na.omit()
  stopifnot((one_mapmat_long %>% pull(value)) == (1:10))
  cluster_labels = one_mapmat_long %>% pull(name)

  ## print(cruise_id)
  ## cluster_labels = NULL

  ## Times
  filename = paste0(cruise_id, "-datobj.RDS")
  ybin_obj = readRDS(file = file.path(outputdir_cytograms, cruise_id, "data", filename))

  ## Get time & lon & lat.
  times = ybin_obj$time %>% lubridate::as_datetime()
  lon = ybin_obj$lon
  lat = ybin_obj$lat
  
  ## Means
  bestres = load_model(cruise_id)
  mn_long = lapply(cytogram_dimnames, function(dimname){
    mn = bestres$mn %>% .[,which(cytogram_dimnames == dimname),]
    colnames(mn) = cluster_labels
    mn = mn %>% as_tibble() %>% add_column(time = times, lon = lon, lat = lat) %>%
      pivot_longer(-c(lon, lat, time), names_to = "population") %>% add_column(type=paste0("mu_", dimname))
    return(mn)
  }) %>% bind_rows() ##%>% pivot_wider(time, name)
  ## mn_wider = mn_long %>% pivot_wider(names_from = c("type"), values_from = "value")

  ## Probabilities
  prob = bestres$prob 
  colnames(prob) = cluster_labels
  prob_long = prob %>% as_tibble() %>% add_column(time = times, lon = lon, lat = lat) %>%
      pivot_longer(-c(lon, lat, time), names_to = "population") %>% add_column(type = "prob")


  ## Combine Prob and Means
  combined = bind_rows(prob_long, mn_long)##, sigma_long)

  ## Add cruise id and reaturn
  combined = combined %>% add_column(cruise_id = cruise_id)
  return(combined)
}) %>% bind_rows() 

pred_long = pred_long %>%  select(cruise_id, time, lon, lat, population, type, value)
saveRDS(pred_long, file = file.path(outputdir, "pred_long_main.RDS"))
pred_long %>% head(20) %>% knitr::kable(caption = "Predicted mean and abundance in long format.")
Predicted mean and abundance in long format.
cruise_id time lon lat population type value
KM1508 2015-05-22 22:00:00 -158.2737 21.34337 bead prob 0.0073628
KM1508 2015-05-22 22:00:00 -158.2737 21.34337 pico2_1 prob 0.0890085
KM1508 2015-05-22 22:00:00 -158.2737 21.34337 bg1 prob 0.0193653
KM1508 2015-05-22 22:00:00 -158.2737 21.34337 rest1_1 prob 0.0236019
KM1508 2015-05-22 22:00:00 -158.2737 21.34337 bg2 prob 0.0100063
KM1508 2015-05-22 22:00:00 -158.2737 21.34337 pico1_ prob 0.0316167
KM1508 2015-05-22 22:00:00 -158.2737 21.34337 syn prob 0.0656130
KM1508 2015-05-22 22:00:00 -158.2737 21.34337 rest2_ prob 0.0678020
KM1508 2015-05-22 22:00:00 -158.2737 21.34337 small prob 0.4088420
KM1508 2015-05-22 22:00:00 -158.2737 21.34337 pro1 prob 0.2767818
KM1508 2015-05-22 23:00:00 -158.2737 21.34361 bead prob 0.0069585
KM1508 2015-05-22 23:00:00 -158.2737 21.34361 pico2_1 prob 0.0939610
KM1508 2015-05-22 23:00:00 -158.2737 21.34361 bg1 prob 0.0185447
KM1508 2015-05-22 23:00:00 -158.2737 21.34361 rest1_1 prob 0.0229592
KM1508 2015-05-22 23:00:00 -158.2737 21.34361 bg2 prob 0.0094669
KM1508 2015-05-22 23:00:00 -158.2737 21.34361 pico1_ prob 0.0301685
KM1508 2015-05-22 23:00:00 -158.2737 21.34361 syn prob 0.0709782
KM1508 2015-05-22 23:00:00 -158.2737 21.34361 rest2_ prob 0.0660093
KM1508 2015-05-22 23:00:00 -158.2737 21.34361 small prob 0.4242487
KM1508 2015-05-22 23:00:00 -158.2737 21.34361 pro1 prob 0.2567051

Covariance matrix. The columns are:

  • cruise
  • population
  • name: "sigma_1_1" means the (1,1)’th entry of the covariance matrix.
  • value: the value of the covariance matrix entry
sigma_long = sapply(all_cruise_id, function(cruise_id){

  ## Cluster labels
  one_mapmat_long = mapmat_long %>% filter(cruise_id == !!(cruise_id)) %>% arrange(value) %>% na.omit()
  stopifnot((one_mapmat_long %>% pull(value)) == (1:10))
  cluster_labels = one_mapmat_long %>% pull(name)

  ## Gather sigma
  sigmanames = paste0("sigma_", expand.grid(1:3, each=1:3) %>% apply(1, paste0, collapse="_"))
  sigma_wide = bestres$sigma %>% apply(1,c)
  colnames(sigma_wide) = cluster_labels 
  sigma_long = sigma_wide %>% as_tibble() %>% add_column(name = sigmanames) %>% pivot_longer(-name, names_to = "population")

  ## Also, here's a helper function to go from this to a 3 x 3 matrix
  if(FALSE){
    one_sigma_long = sigma_long %>% dplyr::filter(population == "pro1") ## this is an example
    make_covariance <- function(one_sigma_long){
      stopifnot(nrow(one_sigma_long) == 9)
      convertmat = one_sigma_long %>% pull(name) %>% sapply(., str_split, "_") %>% purrr::map(.%>%.[2:3]%>% as.numeric() ) %>% bind_rows() %>% t()
      sigmamat = matrix(NA, ncol = 3, nrow = 3)
      for(ii in 1:9){ 
        irow = convertmat[ii,1, drop=TRUE]
        icol = convertmat[ii,2, drop=TRUE]
        sigmamat[irow, icol] = one_sigma_long[ii, "value", drop=TRUE]
      }
      assertthat::assert_that(all(!is.na(sigmamat)))
      return(sigmamat)
    }
    make_covariance(one_sigma_long)
  }
  return(sigma_long)
}, simplify = FALSE, USE.NAMES = TRUE) %>% bind_rows(.id = "cruise_id") %>% arrange(cruise_id, population)

saveRDS(sigma_long, file = file.path(outputdir, "sigma_long_main.RDS"))
pred_long %>% head(20) %>% knitr::kable(caption = "Estimated covariance matrix in long format.")
Estimated covariance matrix in long format.
cruise_id time lon lat population type value
KM1508 2015-05-22 22:00:00 -158.2737 21.34337 bead prob 0.0073628
KM1508 2015-05-22 22:00:00 -158.2737 21.34337 pico2_1 prob 0.0890085
KM1508 2015-05-22 22:00:00 -158.2737 21.34337 bg1 prob 0.0193653
KM1508 2015-05-22 22:00:00 -158.2737 21.34337 rest1_1 prob 0.0236019
KM1508 2015-05-22 22:00:00 -158.2737 21.34337 bg2 prob 0.0100063
KM1508 2015-05-22 22:00:00 -158.2737 21.34337 pico1_ prob 0.0316167
KM1508 2015-05-22 22:00:00 -158.2737 21.34337 syn prob 0.0656130
KM1508 2015-05-22 22:00:00 -158.2737 21.34337 rest2_ prob 0.0678020
KM1508 2015-05-22 22:00:00 -158.2737 21.34337 small prob 0.4088420
KM1508 2015-05-22 22:00:00 -158.2737 21.34337 pro1 prob 0.2767818
KM1508 2015-05-22 23:00:00 -158.2737 21.34361 bead prob 0.0069585
KM1508 2015-05-22 23:00:00 -158.2737 21.34361 pico2_1 prob 0.0939610
KM1508 2015-05-22 23:00:00 -158.2737 21.34361 bg1 prob 0.0185447
KM1508 2015-05-22 23:00:00 -158.2737 21.34361 rest1_1 prob 0.0229592
KM1508 2015-05-22 23:00:00 -158.2737 21.34361 bg2 prob 0.0094669
KM1508 2015-05-22 23:00:00 -158.2737 21.34361 pico1_ prob 0.0301685
KM1508 2015-05-22 23:00:00 -158.2737 21.34361 syn prob 0.0709782
KM1508 2015-05-22 23:00:00 -158.2737 21.34361 rest2_ prob 0.0660093
KM1508 2015-05-22 23:00:00 -158.2737 21.34361 small prob 0.4242487
KM1508 2015-05-22 23:00:00 -158.2737 21.34361 pro1 prob 0.2567051

Covariates. The columns are:

  • cruise
    • time
    • covariate
    • value
X_long = lapply(all_cruise_id, function(cruise_id){

  ## Get X
  bestres = load_model(cruise_id)
  X = bestres$X %>% as_tibble()

  ## Load times
  filename = paste0(cruise_id, "-datobj.RDS")
  ybin_obj = readRDS(file = file.path(outputdir_cytograms, cruise_id, "data", filename))
  ylist = ybin_obj$ylist
  times = names(ylist)

  ## Add time to X
  X = X %>% add_column(time = lubridate::as_datetime(times))


  ## Pivot longer
  X = X %>% pivot_longer(!time, names_to = "variable")

  ## Add cruise id
  X = X %>% add_column(cruise_id = cruise_id)

  return(X)
}) %>% bind_rows()

X_long = X_long %>% select(cruise_id, time, variable, value)
saveRDS(X_long, file = file.path(outputdir, "X_long_main.RDS"))
X_long %>% head(20) %>% knitr::kable(caption = "Environmental covariates in long format.")
Environmental covariates in long format.
cruise_id time variable value
KM1508 2015-05-22 22:00:00 AOU_WOA_clim 0.4664917
KM1508 2015-05-22 22:00:00 density_WOA_clim -0.9575151
KM1508 2015-05-22 22:00:00 o2sat_WOA_clim -0.4017550
KM1508 2015-05-22 22:00:00 oxygen_WOA_clim -0.6763975
KM1508 2015-05-22 22:00:00 salinity_WOA_clim 0.1855519
KM1508 2015-05-22 22:00:00 conductivity_WOA_clim 0.5272553
KM1508 2015-05-22 22:00:00 nitrate_WOA_clim -0.4597260
KM1508 2015-05-22 22:00:00 phosphate_WOA_clim -0.4673446
KM1508 2015-05-22 22:00:00 silicate_WOA_clim -0.4944776
KM1508 2015-05-22 22:00:00 sss_cruise 0.1820244
KM1508 2015-05-22 22:00:00 sst_cruise 0.5530272
KM1508 2015-05-22 22:00:00 par 2.2873543
KM1508 2015-05-22 22:00:00 par_3 1.7475453
KM1508 2015-05-22 22:00:00 par_6 0.0826037
KM1508 2015-05-22 22:00:00 par_9 0.0000000
KM1508 2015-05-22 22:00:00 par_12 0.0000000
KM1508 2015-05-22 22:00:00 Si -0.6725213
KM1508 2015-05-22 22:00:00 NO3 -0.5235338
KM1508 2015-05-22 22:00:00 CHL -0.2113478
KM1508 2015-05-22 22:00:00 PHYC -0.2265057

Data A long matrix of binned data with the columns.

  • date/time
  • cruise_id
  • diam & chl & pe & biomass (for each bin that has nonzero data)
  • counts: biomass in that bin
dat_list = sapply(all_cruise_id, function(cruise_id){
  ## Load cytogram data.
  filename = paste0(cruise_id, "-datobj.RDS")
  ybin_obj = readRDS(file = file.path(outputdir_cytograms, cruise_id, "data", filename))
  ylist = ybin_obj$ylist
  countslist = ybin_obj$biomass_list
  ylong = Map(function(y, c){data.frame(y, counts = c) %>% as_tibble()}, ylist, countslist) %>% bind_rows(.id = "time")
  return(ylong)
}, simplify = FALSE, USE.NAMES = TRUE)
dat_long = dat_list %>% bind_rows(.id = "cruise_id")
dat_long = dat_long %>% mutate(time = lubridate::as_datetime(time))
dat_long %>% object.size() %>% format("Mb")
saveRDS(dat_long, file = file.path(outputdir, "dat_long_main.RDS"))
dat_long %>% head(20) %>% knitr::kable(caption = "Binned cytometry data in long format.")
knitr::knit_exit()

Next up

Finalize the pilot:

  • Scale-free measure of each (covariate, cluster, cruise) to be compared across cruises. One idea is an ANOVA-type ratio of variance e.g. \(var(X^T\beta_{salinity, k}) / var(\mu_k)\).
  • Summarize (the absolute value of) coefficients across cruises.
    • One plot per cluster; X axis is covariate value, and y axis is cruise.
  • done Proper usage of random seeds (for experiments to be reproducible).
  • done Calculate stability: 100x repeats of experiments.
  • done Common-scaled covariate values (by fixing error in alpha M step).
  • done Match and label a few clusters.
  • done Match the clusters among the cruises, as much as possible, before producing these results. Label these clusters.
  • done From the aggregated results, make plots with (y axis = which covariate) vs. (x axis = value).

Then, once the pilot is at a satisfactory state, do rest of experiments:

  • Clean the cytograms from the remaining cruises.
  • Run the jobs on the servers.
  • Produce analyses.

Next things to do

  • DONE Match the clusters among the cruises, as much as possible, before producing these results. Label these clusters.
  • From the aggregated results, make plots with (y axis = which covariate) vs. (x axis = value).
  • The estimated coefficients across cruises, in a single plot.

Graveyard

Notes from older experiments with non-common-scaled covariates

Some notes of mine go here.

Common observations

  • Persistent: two populations near prochloro’s chl and diam, but one usually has no chl, and the pro has some chl.
  • Two picoeuks that are separate.
  • Synecho is nonexistent everywhere.

KM1513

  • Picoeuk(2&4) Cluster 2 and 4 are separate picoeuk populations. Similar diameter, but 4 has lots of pe, while 2 have very little pe; both have diam and pe that oscillate with diel cycle, together.
  • Continuing with 2 and 4; both seem to have a similar amount of Chl, but 4’s chl oscillates much more than 2’s chl.
  • Prochloro(6) 10 and 6 seem to be separate populations; 6 is probably prochloro with lots of diel movement of diameter, while 10 doesn’t. 6 has some chl (more than 10) while 10 has very small chl. Let’s call 10 the “other”.

KOK1515

  • Prochloro(10) diel movement, and separate from 4.
  • Picoeuk(9&3) 9 and 3 are the same as 2 and 4 from KM1513! Exciting – look more carefully!

KM1518

  • Picoeuk(7&2) same as 2&4 from KM1513.
  • Prochloro(10) and a separate “other” 9.

KM1512

  • Picoeuk(3&1 and maybe 5) It seems like 3&1 are 2&4 from KM1513 but 1 captures a wider range in chl than in other cruises (there is less data here than in other cruises). We might try using even more clusters to narrow this down.
  • Prochloro(7&9) 7&9 is prochloro, 10 is “other” (with no chl).

KM1508

  • Picoeuk(1&3 and maybe 4) are same as 2&4. Cluster 2 has Strong diel moevement with diam and some pe as well. 3 has much smaller chl than in other cruises.
  • Prochloro(8&9) CLEAR separation!